{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn import  datasets, cross_validation, ensemble\n",
    "from sklearn.naive_bayes import GaussianNB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用sklearn自带的手写数字\n",
    "def load_data():\n",
    "    digits = datasets.load_digits()\n",
    "    return cross_validation.train_test_split(digits.data,digits.target,test_size=0.25,random_state=0, stratify=digits.target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def test_AdaBoostClassifier(*data):\n",
    "        X_train,X_test,Y_train,Y_test = data\n",
    "        fig = plt.figure()\n",
    "        fig.set_figheight(10)\n",
    "        fig.set_figwidth(15)\n",
    "        \n",
    "        ## 默认的分类及 决策树 Decision Tree\n",
    "        clf = ensemble.AdaBoostClassifier(learning_rate=0.1)\n",
    "        clf.fit(X_train,Y_train)\n",
    "        ## 绘图 \n",
    "        ax = fig.add_subplot(211)\n",
    "        estimators_num = len(clf.estimators_)\n",
    "        X = range(1, estimators_num+1)\n",
    "        ax.plot(list(X), list(clf.staged_score(X_train,Y_train)),label='Traing score')\n",
    "        ax.plot(list(X), list(clf.staged_score(X_test,Y_test)),label='Testing score')\n",
    "        ax.set_xlabel('estimator num')\n",
    "        ax.set_ylabel('score')\n",
    "        ax.set_ylim(0,1)\n",
    "        ax.legend(loc='best')\n",
    "        ax.set_title('AdaBoostClassifier-Decision Tree')\n",
    "        \n",
    "        ## 高斯贝叶斯\n",
    "        clf = ensemble.AdaBoostClassifier(learning_rate=0.1,base_estimator=GaussianNB())\n",
    "        clf.fit(X_train,Y_train)\n",
    "        ## 绘图 \n",
    "        ax = fig.add_subplot(212)\n",
    "        estimators_num = len(clf.estimators_)\n",
    "        X = range(1, estimators_num+1)\n",
    "        ax.plot(list(X), list(clf.staged_score(X_train,Y_train)),label='Traing score')\n",
    "        ax.plot(list(X), list(clf.staged_score(X_test,Y_test)),label='Testing score')\n",
    "        ax.set_xlabel('estimator num')\n",
    "        ax.set_ylabel('score')\n",
    "        ax.set_ylim(0,1)\n",
    "        ax.legend(loc='lower right')\n",
    "        ax.set_title('AdaBoostClassifier-GaussianNB')\n",
    "        \n",
    "        \n",
    "        \n",
    "        plt.show()\n",
    "\n",
    "# 开始测试：\n",
    "X_train,X_test,Y_train,Y_test = load_data()\n",
    "test_AdaBoostClassifier(X_train,X_test,Y_train,Y_test)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 考虑学习率(两种算法下)对结果的影响\n",
    "def test_AdaBoostClassifier_learning_rate(*data):\n",
    "    X_train,X_test,Y_train,Y_test = data\n",
    "    learning_rates = np.linspace(0.01,1)\n",
    "    fig = plt.figure()\n",
    "    fig.set_figheight(5)\n",
    "    fig.set_figwidth(15)\n",
    "    ax = fig.add_subplot(111)\n",
    "    algorithms = ('SAMME.R','SAMME')\n",
    "    for algorithm in algorithms:\n",
    "        traing_score=[]\n",
    "        testing_score=[]\n",
    "        for learning_rate in learning_rates:\n",
    "            clf = ensemble.AdaBoostClassifier(learning_rate=learning_rate, n_estimators=500, algorithm=algorithm)\n",
    "            clf.fit(X_train,Y_train)\n",
    "            traing_score.append(clf.score(X_train,Y_train))\n",
    "            testing_score.append(clf.score(X_test,Y_test))\n",
    "        \n",
    "             ## 绘图 \n",
    "        ax.plot(learning_rates, traing_score,  label='{0}-Traing score'.format(algorithm))\n",
    "        ax.plot(learning_rates, testing_score, label='{0}-Testing score'.format(algorithm))\n",
    "    ax.set_xlabel('learning_rate')\n",
    "    ax.set_ylabel('score')\n",
    "    ax.set_ylim(0,1)\n",
    "    ax.legend(loc='best')\n",
    "    ax.set_title('AdaBoostClassifier')    \n",
    "    plt.show()\n",
    "\n",
    "# 开始测试：\n",
    "X_train,X_test,Y_train,Y_test = load_data()\n",
    "test_AdaBoostClassifier_learning_rate(X_train,X_test,Y_train,Y_test)\n",
    "        \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sqI4UEZHeENGH1x7IroteFobeK959RzP7KvBVgPj4+KPGjBnTKwUUEZG+tWzZsgrnXEZfl6MPqI4UEZFOdbV+7Muw12XOuQeABwCmT5/uli5d2sclEhGR3mBmW/q6DIc71ZEiIkeertaPfTkbZxEwqMPPOaH3REREjnSqI0VE5KD1Zdh7HrgiNOPYsUCNc26P7ikiIiJHINWRIiJy0HqsG6eZPQnMBtLNrBD4BRAJ4Jy7H5iHN8vYBqARuLqnyiIiInI4UR0pIiK9ocfCnnPusv1sd8D1PXV9ERGRw5XqSBER6Q192Y1TREREREREeojCnoiIiIiISBhS2BMREREREQlDCnsiIiIiIiJhSGFPREREREQkDCnsiYiIiIiIhCGFPRERERERkTCksCciIiIiIhKGFPZERERERETCkMKeiIiIiIhIGFLYExERERERCUMKeyIiIiIiImFIYU9ERERERCQMKeyJiIiIiIiEIYU9ERERERGRMKSwJyIiIiIiEoYU9kRERERERMKQwp6IiIiIiEgYUtgTEREREREJQwp7IiIiIiIiYUhhT0REREREJAwp7ImIiIiIiIQhhT0REREREZEwpLAnIiIiIiIShhT2REREREREwpDCnoiIiIiISBhS2BMREREREQlDCnsiIiIiIiJhSGFPREREREQkDCnsiYiIiIiIhCGFPRERERERkTCksCciIiIiIhKGFPZERERERETCkMKeiIiIiIhIGFLYExERERERCUMKeyIiIiIiImFIYU9ERERERCQMKeyJiIiIiIiEIYU9ERERERGRMKSwJyIiIiIiEoYU9kRERERERMJQj4Y9M5tjZmvNbIOZ/XAv23PN7A0z+8DMPjSzs3uyPCIiIocD1Y8iItIbeizsmZkfuBc4CxgHXGZm43bb7afA0865qcDngft6qjwiIiKHA9WPIiLSW3qyZe9oYINzbqNzrhV4Cjh/t30c0C/0fRKwrQfLIyIicjhQ/SgiIr2iJ8PeQKCgw8+Fofc6ugX4opkVAvOAb+3tRGb2VTNbamZLy8vLe6KsIiIiveWQ1Y+gOlJERDrX1xO0XAY87JzLAc4GHjOzPcrknHvAOTfdOTc9IyOj1wspIiLSy7pUP4LqSBER6VxPhr0iYFCHn3NC73X0ZeBpAOfcQiAGSO/BMomIiPQ11Y8iItIrejLsLQFGmtlQM4vCG2D+/G77bAVOBTCzsXiVmfqgiIhIOFP9KCIivSKip07snGs3s28CrwB+4O/OudVm9itgqXPueeD7wINmdgPeYPSrnHOup8okIiLS11Q/ikhvcc7x6sel3DN/PdvrWxmTnciYrH6MzU5kXHY/hqbHE+Hv61Fd0pN6LOwBOOfm4Q0s7/jezzt8/zFwfE+WQURE5HCj+lFE9hAMQvkaKFoKcekw6BiITzugUznneHt9Bf/36lo+LKxhWHo8xw1PI6+4lgUbKmgLeM+OoiJ8jOqfwOj+/RiWEc/wjARGZMaTmxpPVMSeIdA5R11LO+WV1TSvexNXu43WpKG0pYzEEjKJjPARFeEjOsJHIAhVja1U1bfQVrGBuJKlpG5fzsC6lfRr387W2DEUJU6hLGUqtWmTiY7rR3x0BAOSYjh2WBo+nx3UxymeHg17IiIiIiKyF23NsG05bF0IW9+HgkXQXLPrPumjIPdYyD3O+5oyFGzfIWjxpkrufGUtizdXMjA5lj9cMJzz04vxR9TDgOm0+mLIL69nTUktecV1nwTAfy0v/OQcfp8xODWOYRkJxEf7Ka1tpqFmO2PrFnKiW8Js30oSrHmX69a6OPLdAPLcAPKDA2jDz1G+dUz3rSXDagGodgms9o+hOmIsoxrXMrvh7/hKHO3Ox8duMEuDo5kXnMCvMk7kW6eO4qwJWQp9B8k+bb1Cpk+f7pYuXdrXxRARkV5gZsucc9P7uhyfFqojRT4Fij+E//0MtrwHgVbvvfTRkHss7TnH8rFvFBHN2xlQs4LE8qX4C9/fGQIT+kPWJC8Epo/ApY2kLmEYJYFECqubePi9LaxZt45T4/O5YmAJo1tX4ytdBS7oHe+LgOwpuwbIeG/up/qWdjaW15NfVkdBcRnlZduoqihhWOtaTrWlTGj9ED8BGqPSKRtwMs3Dz8KXMQp/1SYiqjcQVZVPTHU+sbX5xDSXAdCckEvzgKPx5R5DzPDjieo/FnwdWgyba3AFSwhsfg+3dRH+4mX42ptZ4Z/A9xuvxJcxmm+dOpJzJmbjV+jbRVfrR4U9ERE5bCnsdY/qSJHDWEs9vPlbWPRniEuFyZ+H3JmUJE3i9a1B3lhbxnsbKmhoDexyWEqsnxnx5RwXuZ6JwTX0b95IZstWomn5ZJ8aF8dGN4AMXy05eEGLiFjImR4KdcdAMBBqRVwERcshEDo+bQQkZkPj9tCrEoJtu5Y9fRSMOQdGnwMDj9o1sO1Ncy20t0BCN5eDCbTBB4/jXvsFwdZGnoi8mF/XzGFgRgrfOmUE500acEjHGFY2tLJyzXqmjcolKTHxkJ13r5yDllrvM46Mh8T+B3U6hT0REfnUU9jrHtWRIoepNXNh3k1QW4g76mo+GPUdXslv5o21ZawrrQdgYHIss0dncNKoDGKj/JTUNFNW10JJTTOltTteLURH+shKiGJ0fB1j/MUMtSKy2gpIbdpCfL9UIoYe77XYZU0Cf+Tey9PeAttW7Ax/zdUQl+aF0Li0XV+pwyF9RC9+WEB9GbzyY1j1DA0Jg7nVfYWntg9jUGosZ47LYvboTGYMTSE6wt/tUze3BZifV8bcZes5YeNdfME/nwBGfcxAEgaOxZ85GtJHhlpPR3mfwX66zn6ipsj7TAuXQt02Lzh/EqK3Q7Dd2++EG+C0W7pd9o4U9kRE5FNPYa97VEeKHGZqCr2Qt3YuLnMcKybfwq0rE1i+tZpIv3H00FRmj8rk5DEZDM9IwLoaKo4U+a/D3O9D5UaKcj/Db9ou57WtjtZAkLgoPzOHpzN7dAazR2eQkxLX6WmCQceSzZX8+4Mi5q4qZljLGv4U/WcGUULhyMtZXmb4Ktczyl/CcF8xEcGdrabEJO8Mfp+EwJGQnAvbN+wMzFvfh5qt3jGR8ZA8CGJT9x6gsyZC1oSD+mgU9kRE5FNPYa97VEeKHCbaW2HxA/DGbTgXJH/8N7mpaBbLC+sZkBTD108ewUVTBxIfrbkS96utCd75P3j3LvBH0Z5zDFviJ/Fm0zCeKMokv9obj5ibGkdc1N5b+qoaWymtbSExCu7o/z/OrHgUErOxC++HobMAWLalkjtfWceijeVM7VfPtyfDrJRK/JUboGK996ov2XsZE/qHusuGusz2nwj+nX+2waAXUNsCQVrbg0RF+EiM6aTVtYsU9kREpEdUN7by+poy1pfVE+n3ptiO9BtRfp837bbfm3r7M5MHHPRTaoW97lEdKdLHnIPV/4b5v4KqTZRnn8QPm65kfkkMA5Njuf7kEXz2qJy9Lmsg+1G+Ft6/32tFK/sYAOeLoCV9IutjxrOodQQFkYMpjxxA0HYN0VERfs7LaeTUNT/HX7QUJn4Ozr4TYpP3uMyCDRXc8cpaVhRUMyg1lqHpCZ9siw02kN1WQHZbAZnt2yj2ZfGRfxwFLpO2oKO1PUhLeyjUhYJdWyD4yVIXO3x99nBunjPmoD6OrtaPepwgIiL7VVjVyP8+LuXV1aUs3lxJIOiI8Bntwb0/MIzwGedPGdjLpRQR6Xlbtzfy5roy3lxbzvsbt9MWdET7fRzjz+MG9zjj3Xo2+gZzX9RPeXbTWHJT4/n9xSO4cNpAIrWA+YHLGA3n/tH7vqkKCpZgWxcSs3URE4ueYeKOCWd8Ed4SFZ90uxzpTY4z/1dea9vFf4OJn+30MsePSGfm8DTm55XxyMLN1DbtnKymlihKGc4K/3DwE3rIaaSHHnJGhr5G7fZ1x/vRoe8n5iT14Ae1K4U9kb7SUu8NiN5Nc3uA2qYAGQOGYPub7UqOWM45KhtaKahqoqCykcKqJrKSojljXNYh6RZU09TG2pI6FuZv59WPS1i9zVsjaWRmAtedNIwzxmUxcWASZtAWcJ90TWkL7HyqKSISDprbAizeVMmba8t5c10ZG8sbABicFscFUwcyJLiVE7f+idE1C6iOyOCJ9Jt5L+F02pxxx9j+XDBVIe+Qi02BUWd4L/AmnCn9KNTdct3Obpcb/rdzeYuhJ8IFf4aknP2e3sw4bVx/Tht3cDNmHg4U9kT6Qu02Wu+dSVRL1R6bYkKv1zOv5JRv3NPrRetrFfUtLN1cxenj+mtNnQ6Ka5p4evFWNhYUUVdZSnNtGbHtNaRaHSnUkWr1vBHM5af+Ezh9fDYXTsvhhBHp+/0MA0HHlu0N5BXXhRbY9RbZLapuArwJyI7KTeHHZ4/h9HFZDE2P9w7Mfx3eWQoDphE1aAZRMUnER/f0pyAi0js6tt4tyS8lpq2azIhGThtgHDvDMSktQLrVQ/kaWP0cRCXCabeQfMx1fCEyli/09Q0caSKivSUhBh616/uBdqje4s2EOXD6/peMCEMKeyJ9oOT5W0htruVn7VcTHRNDv5hI+sVG0i8mkqTYCHKLXuSo0md4feV3OWXysL4ubq/ZXNHAFX9fzNbKRqblJvO7iycxsn8Pr3tzGHPOsTB/O4+9t5H4dc9xg/8ZBlqFt9EHRHXY1/yYC7At5hV+teYSrlwxnozEGM6fPICLpuUwOC2OTRUN5JfXk19WT3659/3GigZa271WOL/PGJYez7TBKVx+bC5js/oxMSeJ9IQOKa6uBF7+oTcm5RMG/SeEFukNLdSbpC6cIvLp0bH1bmXeWjKqVzDDt5Ybo9Yzyr8Jvz+09l1Z6LVDdBIc83U48QferItyePFHQNpw73WE0gQtIgfJOdetSSjaS9difz6W5/xncc7NjxIXteczl7bNi4h8+Ex+5/sy137vt6QlhH+TyUdFNVz10GICQcdXThzGA29vpLElwLdOGcF1s4f3WReY7v75diYYdHxQUMULK4t5La+U2Eg/Y7P7MSY7kbHZ/Rib1Y/+/aIxM2qa2nhueSGPL9xMTuVCfhL1FKPYQmvmZKKmXgpx6XuuhxQZBx//G177JVRvoSLjOP4cdQWPbk7eY2C4z7xZy4ZnJDA8M4ERGQmMze7HyP4JxER2smZRMABL/+6NeWhvgRNvhBlfhpIPQ1NOh9YVavXWiyIpF65fBFHxB/W5aYKW7lEdKdI1gaBj9bYa3svfzvvrt5G99UWmuY+Z4VvLYCsFIBgRg+VMx3KO9h5gdZw6f8eU+hHhXz/L4UmzcYr0sJb2AH95ayMPvr2RX184ocuTUWy+72LSS99l8XnzOWV652usNN03m9LSYm4f/hh//tKMsF57570NFXz1sWUkxUby6JePZnhGAhX1Ldzy/Gpe/LCYMVmJ3PHZyZ0OaHbOUVjVRFF1E1MGJXceWLqgtLaZJZsrWbq5iiWbK1lbUsfRQ1O5dMYgzhyf1a1zO+dYUVDNix8WM29VMcU1zURF+DhpVAbOQV5x7SfdJQFS4iIZkZnAR0W1DGvfwG0JzzC5bQXB5CH4Tvs5jLtw/11Q2lu9UPbW76CpkpaxFzMv48tss/4Mz4hneEYCuWlx3VuItvhDePG7ULQMhs2Gc/6w96ekgXZvzMTWRVCZD2ff0fVrdEJhr3tUR4p0bkNZPQs2VLBgQwWLNm6ntrmd0baV+2LvZ3hwM63RqfgHz8Q/5Lidi5JHRO3/xCJ9QGFPpAct2ridH/97FRvLG0iLj6K5LcCL3561czxTJ2rWLyTpH3N4NvFLXPy9P+07wH30L3j2Gq5t/T5nf/YaLpq2/wHFn0bzVhXz3adWMDQ9nkeuOZqspJhdtr+6uoSf/ucjKupb+MqJw7jhtFHUNbfzYWE1KwtrWFlQzaqiGiobvAHY8VF+Th/Xn3MmDeDEUen7DDVtgSBrS+pYWVjNss1VLNlSSUGlF75iI/1MGZTMyP4JvL6mjMKqJpJiI7lw6kAunTGIsdn99jhfa3uQ/PJ61pTUsqqwlldWl1BU3USU38eJozI4d1I2p43rT0KHCVR2TISSt62arUVFVBVv4kvB/zK15jXv6fFJN8NRV3f/PxzNNbDgblh4H7gADD9SnSGkAAAgAElEQVQF4jP2XNg1Lg2i4oC9/V10sPJJ7xxxqXDmbd501b344EFhr3tUR4rsyTnHHa+s5b438wHISYnlhGGpfNHmMj7vLiwmCT7zJxg1p1d/v4kcDIU9kR5Q1dDKbfPyeGZZITkpsdx6wQTGZCVy1t3vMCgljn99fWbna+c4x8Y7TyapPp/tX17MqNzsfV8s0I67ZzKrm1K5rOWnvHLDiQxIjj30N9WHHlu0hZ//9yOOyk3hb1fOICkutMBooA38OxcbrWlq47fz8nhqSQGxkX6a2ryxEz6DkZmJHJftOCNiJQOb1/F2yyjuLRhMSXMEiTERnDEui3MnZTNzRBpFVU18WFjDioJqPiysZvW2WlpC49XSE6KYPjiV6UNSmDEklXED+nldR1sbCPqieG9TDU8t2cqrq0tpDQSZnJPERdNyaGkPsKa4jo+La8kvr/+ky2RUhI/jh6dxzqQBnD6uP0mxkVBd4LV6FS6G2m3egPEdr6YqcKEZLCNi4bjr4fjvQMyeobJbarfBW7+HgsXQVAkNFRBs2/9xHU27Ek67pU/GoyjsdY/qSJFdBYOOnz//EY8v2sol03P45skjyY2ohP98HTa9DaPPhvPugYSMvi6qSLco7IkcQs45nltexG/m5VHb1Ma1s4bxnVNHEhvltRq9srqErz22jK+eOIwfnz12r+fY8v5/GfzSFczLuYGzr72laxdecA/872dcHLydmNypPHbNMfj6YIbKptYAlY2tVDW0UtnQStWO7xvbiI7wcdTgFCbnJH/yeeyPc467XlvP3fPXc9rYTP7fF6Z53SOLlsH/fgGb34X+43dO9jHoGEgexIINFbywchsjMhOYkVTLmJp3iN7wkjdezAXBFwnBNpw/mu39Z/I6M7hv2wg2NyfgM9ixJFxMpI+JA5OYlJPMpJwkpgxKJjc1zmvbqty4cwxawfveFM4AMckQl0Z7TCrbWuPIq4lgc1MMVS6R9pgUElOzSM3IZkD2QIbk5jI4uz8Rlet2nmvrIqgt8s4VlQDJg3cdc9fxNeQE6LefhwEHyjlvXN0nQbMSWhs63z9tOGRN7JmydIHCXveojhTZqS0Q5AfPrOS/K7bxtZOG8cM5Y7CP/gVzv+d1O5/zW5h2hVrz5FNJYU8+FQJBd9hOrx8MOtaV1bFkcxUvrNzG4k2VTMtN5raLJjImq583YcXiB72ucjO/yc9KTuSx97fyyDVHc9KoXZ8QumCALbdNJ6K9nsTvryApsYuTVjRVwx/Hsyn9ZE7eeBm3nDeOq44fekjvs6yumW8+8QGLN1V267hI2jnWl0ciDbwbnEijL4EJA5OYMSSF6UNSmT44hdT4KIprmveYAXJDWT1ldS1cMj2H2y6cSETNZm/ij9X/9iYfmXQJlOVB4ZKdE370y/HCX78BsGE+lK323u8/wXsyO+YcLyAWvA9r5sKaF6F6Kw6jJn0qK2NmkNgvhQEpcWQkRO/6966tEYqWe4GsITTNWkyyd72BR3lBsmMrXON2XGMlrqEC345FXPclMdsLrTtmq8wc780QJvulsNc9qiNFPM1tAb75xHJeyyvjpjmj+caMZG8m4VXPeFPwX/TAET1Do3z6KezJYa2qoZXv/HMFizZuZ+bwNM4Yl8Vp4zLJTIzZ/8E9pLktwMqCapZu8SbmWLalirrmdgCy+sXwrVNHcNmMXK9lbdsH8MJ3oXiFN+tgzVbap13NeRvOp7yxnZe+cyIZiTtn6Fo+9wGmLbmRBZN/y/EXfqN7BXvpZtySv3JD9mO8tMWY++1ZjMhMOCT3vHpbDV95ZClVjW1cMXMwMZ2Mb4uO9JEWH0VaZCtDq94jc9t84rfMx9daB0DQItjSbxrz3QweqRxHQXsK4LWgNbftXFw7MSbCmwEyI4EZQ1K4dFws9vYd3oQi/kiv6+LMb+/surhjwo+C93e2jtWXQu5MGHO2F/JSOwm/zkHp6p3Br+TDfX8YyYN3DWTpo/c/GYpzXlDcJQhWhrplVkPqMO9cybl6cnyAFPa6R3WkhIWmKq+nR/IQSBnS7Ydj9S3tXPvIEt7fVMlt5wzjsuCL8O7d3u/rk26GWd/XAzf51FPYk8NWXnEtX31sKaU1LXxmygAWb6pka2UjZjB1UDJnjM/i9HH9GZ5xaALN/rQHgvzl7Y3cM3/9J+O3RmYmMH1IKjNC47dyUmK9yVSaa+GN38DiB7zJLubcDuMugPm/hAV30TDoJGZtupKJwwbx0FUz8PmMpqYmKn83mWZ/PEN+vBS/v5szRVZugnum0nD0tzl+6QkMTvXGBkYc5FIEL39UzA3/XElyXCQPXjGdCQP3MtOlc1BTABte80LTxre88V5x6TB6Dow5F2JTYO08b/v2DQA0pE9ideIJ5EWNJzslgQHJsQxMjiU5NnLnpDSb3wlVvg1eN5rZP4LErH0X2jkItB7YVNfNtRBs3/s2nx9i9j7Tp/Qthb3uUR0p+1RX6v3+jE3u2es45z0MXf6Yt1TL7B9C8qCuHbthPs3Pfo2Y5nIA2oig2J9NoT+HIl8Ohf4cSqKHEDFwMmMGpDAmux9jshJJjPHGeVc2tHLVQ4tZs62Kfx69kakb7oP6Eq++OvUXkDGqp+5apFcp7Mlhad6qYr7/9EqSYnz885hNDK54G4ejvrmdsroWympbqG32Jo9ojB1A0jm/5ORJQ3ts2YENZXV8/+mVrCys4awJWVw8LYejBqeQEr/bzIfOQd4L8NLNUFfsrS92ys92rTCXPQJzv0dV3FDOqfgW15wzi2tnDeP1R27llE13sva0hxl9woUHVtCnLoctC5h3+ny+8fQajhqcwiljMpk5PI2JA5O6Ffycc9z7xgbufHUdUwYl88AVR+1sUQ0GvNawrYugYNGu48xShnpdJcecC4OO9gLS7srXea1oa+ZCURf+nY4+B077BWSM7nL55ciisNc9qiOlU9s+gEfP9+qzE26AY78Okfue9KupNcDCjRUsyCsk1lo555jxe52JeOcBVfDhM7D8UShdRcAXDWb4fH7s5B95i4931qLW1uSN2V78F9YHB/JYwjXkxrWQ3baV7LYCstoKyGwrIgJvgq4molgRGMESN4qlwdGUJk0iNzuL/LI6Rte8y50p/ya+Nh9yjoYzbvV6WYiEEYU9OawEgo4//G8t976Rz/kDargj5iGiti32umdE7dqC1xYIUtfcRlJ9PnnBXP7U/9dcd94JTM1NOaTl+fu7m7jj1bXER/m59YIJnDtpwJ47tjV5rVlL/w7rX4H+E+G8uyCnk39b+W/gnr6C2vYIrmr5Hl+/aA5H/fcUtscNY9RNbx54V74tC+GhOXDOH3igaTbPLS9iTYnXhTIxOoJjhqUxc3gax49IZ2RmQqeTuDS3Bbjp2Q95fuU2LpgygNsvnkSM32DF47D6P96MjaGumfQbuHOClCEnQMaY7pW/thjK8zrfntDfG2Mnsg8Ke92jOlL2qnglPPIZXHQiLnMcvvWvQOIAOOUnMPmyTx7eOefYVNHAG2vLeXNNKY2bl3Ix8/mMfyEJ1kSF60dp5CCis8eQM3IyMVljIX0k1BTC8kdxH/8XC7RQGDOKh5tn8XTzsSTSyP1pTzGxYaE32dO5d0POUXuW719fgYq1PNR+JouGfZu7v3TcnuuaBtqgajOUrMJtXUTb5oVEln+EuSBBfGz0DabFRTDerYe0Ed4swmPOVTd6CUsKe3LYqGlq44Z/ruC9NQX8edB8Zm9/CovuB2f8GqZ8odNfwu1rXsY9czWVgRiubvkBQyccx41njmbIftay25/NFQ384JmVLN1Sxenj+nPbhRN3GV9HYyWsewXWzvUmAmlrhOgkOOnGfT+V3KFsDYF/fI62mhLeDYznNP8HlF86j4yxxx94oZ2DB0+Gljq4fgn4fFTUt7Awfzvv5W9nYX4Fm7c3At6U/zkpsQxKiWNQqvc1NzWO9MRofj03j5UF1dx45mi+MXs4VroaXrzBWwogfbQX6naMW+tqlxuRHqSw1z2qI2UPJavgkfNoj4jjyuAvWLA9geMj1vKjiH8wgQ1s9g3myaQvsy7xWPIrGqmpLONC/7tcEf0Ww4JbCPhjYPyFtKSMomD9h7SVriW7vYA0q9vlMs3+BOYyi783zmJT5HDmjM/iomk5fFhUzZ2vrOHK5FX8xPcwEQ2lMONaOPVn3sPeBXfDG7dRH5HMdfXXkjjudO7+/NTOlzHaXUsdFC7d2SOlthiO+Zo3PKDDEj4i4UZhT/bNOW+69d0nlcgYBQOmHoLTO4prmlm9rZbfzstjSNV73N3vcRKbimDK5XD6rRCftv8Tlawi+I9LaG+o4tvt3+a19ilcfkwu158ygoyE6P127wwEHfUt7TS0tFPf0s6CDRX8/uW1RPqNX54/ngsmD8AaK7zp9YtXwtqXYMt73iLUidk7Z3kcMqt7i1rXl1H/8OdIqFhBfvopDP/mv7t+bGdWPQv/+jJ84WkYdeYemwurGlmYv50NZfVsrWykoKqRgsomapp2rqkWG+nnj5dOYc6oRHjzdlh4r9cV9czbYNKlevophx2Fve5RHbkfzbVe+BlyEA/fPk1KPoJHzqPVF83FTT+lkEyuOG4Ize0B6pvaGFExn7PLHqR/exEfRkykKTqd6U0L8Adbvf8LTLsCJly8y5hm5xwrC2t4YeEq1ny0nIGBAhpdDPPdUUwfMYCLpg3kzPFZxEXtfDC6YEMF33ryAyLb6/nnyPkMyf8HxGd6DxULl7A29RQu3XYps6eM5s7PTT7oMekiRwKFvSNUXXMbP/n3RzS0tHNcqFvf6P6J+Ko3e+Oo1r0M2/O9YNfZlPFDZsEJ34Xhp+71P//OOdqDjtb2oPcKBCmtbSavuJa84jryimtZU1JHTVMbuVbKT2Oe4Qz3HqSNhHP/CENnde+maovhyUtxJat4MfvbfHfzMQRCC6ZF+X1E+o2oCB9RET4i/T78PqOhJUBDSzvNbW0k0kiq1ZFKHRlWw2mZtZw7oJ7YmnyoWA8tNTuvlTHWm+VxzDmQPXX/szHuS1sTTe89QOy0S/c/8UhXBNrg7sneVNFXvtDlw2qa2iiobKSwqomx2YkMrngH5t0INVu9ivy0X/bJYtkiXaGw1z2qIzsXKFlN/aOfJ6lxKw1XvU78kKP2f1BXVKyHF77jTQAVl7bn+pnxmTDspAObWGovVm+r4T8fFDGyfyIXT8vpfPmi0o/hkXNpdhGcV/8jWhKH8PDVMxi2++Rn7a2w7GF463fePUy6FKZ9qUvraza0tDNvVTF1ze2cMymb/v06n1F7W3UT3/jHclYUVPOLo1q4avtdULmR5wd8l++sGcPnZ+TymwsnHrbLMYkcbhT2jkC1zW1c8bfFfFRUQ05yDAlVqznDv5SzIpYzkq0AtKaNJZA1mWpLYnswnpK2eLY2x7KpMYb8ugimtS3jS+4F+lPJGobwkF3AaxxLwPwEAo6WQJC2QJDO/trERfk4K62Uc6I+YGrDAlLq1+P80dis73sB8kAru9YG+Ne1sHYe1ROv4cnU62hqNwJtrcQ3FpDUsJmUps2kNW0htXUb/YI1xAdqiGuvxRcazL2LxGxvnEHaSEgf5X2fMQaSBh5Y+XrLu3fBa7+AL/3He+oak7T/1rhAOzRXexPLvPV7yHveu9dz74LBx/VOuUUOkMJe96iO3Lutbz5C5ps3UudiyLAaPh53A+MuueXgT9ywHffXU2lrqKIpbTzx7dX4m6uw3R+o9p8IFz8ImWO7fw3naKktY/GSRaxauZTIqg0MtRJKXQpFiZOYdep5HDttKtbx4WTZGnj4HBoDPs6tu5nEAWP421UzSE/YRx0caAdcj3Z9bGkP8OsX83hs0RZmDk1hWEoEjy8v56qZQ/j5ueM6HW8uIntS2PsUCAYd97+5jhNHZ+192vtuqGlq44q/vU9V8UYeHb+cISWvQm0RDh/5cZN4oWUKzzVOpsD13+PYzMRoBqXGMSgllqTYSPzBNiZWvcoJpf8go2ULlVEDeC/zMtamnEhkRARRfiPS77WiRUX4iPQZg9q3MKbmbRK3vIbVFoL5dq6FNu58SMo5qPsDvJkiX/0ZLLrXW0g70AqVG3edTj8hy1vbLD591yerO562xqdD6vCd67h92jRVwR8n7pxExfy7PkWOTfE+p47rvjVX7zw+IgZOugmO+1b3uqWK9BGFve4JpzryUKhvbGT1Q9/imPJnWW5jKZ9zP0NeuhJiUxh985sHd/K2Zhr/di7+kpV8vuUnfOBGApAcF8mwtDjGpvkZl9zOBMtn/Ipb8bfWYafdAsdct/9eI+XrYMmDtBQsJ1i2jthA7Seb2n3RWOpQgjVFRLZ5dUGlLw3f4GNJHn0ipA7D/fd6GlqDfKb+hwwZPYX/94Wpu3Sr7Gv/WlbIj/+9ipb2INedNJyb54zusVm3RcKVwt6nQF7+ZjIfPYE3mE76pf+P2eMOLBBVN7byk788zelVT/EZ/0J8Bow8w5uBatQciE/DOcfGigYW5m8n6Nwnk3fkpMTtOdvVDsGgt37au3/s2jT6EbEw4lRvnFvouj1i6d+9ZQ6SckKtcjteI46MtdK250Phkj3HW+746ovYsxvRjrA76GhvgW+RTwmFve4JpzryYL25dCVpc7/CRLeWBRmXMuHKu0hKiOOte69jZtnTBG/eTHTcgT34a28PsPGByxhV9go3+77HzM9cS3JcFPll9eSX73g1UF7nte6lUcPvox7kVN9y8mKn8caYW8jMGc7Q9DjaA46qxlYqG9qIKlnGhE0PMar6bdqJZFlwBBtdNv7M0UyYNIPxk47CkgZ5YTEYoK14NcvefZmqNW8xMbiGHKsAoNafyoWNP+LoGcdy6/kTDssxcOtK61hXWsc5E7MV9EQOgMLep8Cb//kbs1d8D4D3guMpmfMXLpq5/z7yHdWufZu8Z3/FMW1LaI+II2L6VXDc9YemJW0H57xZrso+7nyfxGwYNhui4g7ddUXkiKew1z3hVEceqLLaZh598jGu3PYrEqyV4tl3Mmz2lz7Z/sGbzzH1zav58KQHmXTyJd0+/4ayepY9/AMubXyS/6Rdy6yrbyOtk+6RNU1tbCyvZ2N5A/lldWRvfJrPlt9Lq4vgx21fZm7wWMBxku9Dvh7xPMf68qhx8TwXeTbz+13IlNEj+MIxuQxI3vd6eHXNbTzw9kZeeGcxowMbWBkczhfPOI7rTx6hICUSphT2PgXevOdajqv8D+6s3xPx0o1sDmby1ox7uebck/f9yzkYhPWv0Pb2H4gsWkyVS6R60tUMPesGTbQhImFFYa97wqmOPBDvb9zOC4/fzS8D91AbP5iEK54iMmvXcXLNTQ1w+2CWZVzA8d/8a5fPHQg6HlqwiXWvPsjv/fexZfDF5F75113HynXF9nyCz30VX9FSynLOJK5hKwlVeQQSsgkeez2RM66G6IT9n2cvSmqa+cvb+UwZlMz5Uw7zMegiclC6Wj8ePh24j0BZ1R+wJWYso465hvaMkQz4x2Wcv/RK7q28na998TIid+92EWjzpt9fcDeU51FpmTwQuIqTL/seJ4wb3Dc3ISIi0secc/zt3U3Mf/k5Ho28l5aBx5Fy5dMQnbjHvjGx8ayOn0J2xUKCQdelSUFqm9u49uGl+La+y+NRD9CaO4vBV/zlwGZsThuO75pX4J07yXzr994My+ffh3/i5/Af5FjqrKQYfnHe+IM6h4iEl8OvE/cRoqqqkhGBjdRlzgAgYtgsYq97nYjYfnxl43d44L47qW8JTTzS2kD7e/fS+ofJ8J/rKK5t5hb/dzi1/Q+cfMXPFPREROSIVd/Szjef+IAn5s3nr9F34UsbRtyXntxr0NshMHQ2wygkb21el67x2MItVGz5iEfi78GfPpyoyx4/uFkr/REw+4fwo0L4xvsw9XJNmiUiPUIte31ky4dvMcWCxI7cueacZYwi+VtvU/7Xz3L99t/w+F2byO4XzYyyZ+nn6ng/OIY/t9/IR/5jmDwomYdmD2fGEHXbFBGRI9OGsjq+9tgyqiuKeT35LuIsGvviMxCbvM/jhhx9Hqy+g61LXmT82HH73Lc9EOQ/Cz/mibj/IzoyCi5/er/n7zKNcxeRHqaw10eaNrxLwBmDJ5+064b4NDKuf5mSx67li1uegCZYGnMsecO+TMa4WdyWk0x2UowGXIuIyBFt3qpibnxmJf0iAryR8yD9KsvhqhchZch+j+2XO4lKXxoxW98Gbtrnvq9+XMqpDXPJiiyGS1/u0vlFRA4XCnt9JKlsCRsjhjGy315a5iKiybrqUdpXPYcvcyzTs8ah2QlERES8lrbfvbyGB9/ZxNRBSTyR9jdi1yyDzz7kLS/TFWZszzqeKUWvs6mslqGZnS/B8Mi7+fwx6nVc7gnY4OMO0V2IiPQOjdnrA8G2Foa25FGeMrXzncyImHQxvqx9dy8RERE5UpTVNXP5X9/nwXc2ccVxg3l2zFvErnkOTv05TLioW+dKnTSHFKvng8VvdbrP6m01xBW8yQBXhh197cEWX0Sk1yns9YGivIXE0gq5M/u6KCIiIp8KSzdXcu4977KysJo/XjqZXw1ehf+d38PUL8IJ3+v2+dImnglA85r/dbrPI+9t5qrI1wjGZ8KYcw+47CIifUXdOPtAZd5bDAKyJ53S10URERE5PG19H96/H4djc0UDpdtquT3Kz/SRKfRbHwFr5sLQE+GcP8KBjGOPT6c0fgzDahdTUd9C+m4Lo1c2tLJsxQfcHrEC3/SbDm72TRGRPqKw1wciC99nM9kMzh3S10URERE5PL1+K65oOaWWRqC5nWkxEWQmRuOvLYdaYPjJcNEDB7VkgW/kKUz74C+8uGoTFx03ZpdtTy3Zyud4DTMfTLvyIG9GRKRvKOz1tmCQQfUrWR5/AkO6sJCriIjIEad6K2x+h0eiv8ivas/m+2eM5usnDe/SAujdkT5pDrbiPgpX/A86hL32QJCn31vPC1FvYaPPhqSBh/S6IiK9RWP2elnjttUkunqas7s4Y5iIiMiR5sOnAXii+VgeueZorj95xCEPegCWeyytvhiSi9+lsbX9k/dfyytlav1bJAZrYYYmZhGRT68eDXtmNsfM1prZBjP7YSf7XGJmH5vZajN7oifLczgo/vB1AJLGnNjHJRERkb6i+nEfnCOw4kned2OZedQ0Zo3M6LlrRUTTkHUsx7OSt9dVfPL2Qws2c230fFzaSBh60j5OICJyeOuxsGdmfuBe4CxgHHCZmY3bbZ+RwI+A451z44Hv9lR5DheBzQsodcmMGTupr4siIiJ9QPXjfhQtx1+5gWfbZ3HRtJ7vPtlvwpkM9xWzdMVKAPKKa2nYvJTxbh0249oDm/xFROQw0ZMte0cDG5xzG51zrcBTwPm77fMV4F7nXBWAc66sB8vT95wjfftyPo4cT3J89P73FxGRcKT6cV9WPkkrUaxNPYWJA5N6/HL+kacCEMx/nfZAkEfe28yVkfNxkXEw+fM9fn0RkZ7Uk2FvIFDQ4efC0HsdjQJGmdkCM1tkZnP2diIz+6qZLTWzpeXl5T1U3J7nqreSGiinKn16XxdFRET6ziGrHyF86kgA2lsIrHqWlwLTmXPUSKw3WtXSR9EUm8W09g94La+M11es5Xz/e9jEz0Fscs9fX0SkB/X1BC0RwEhgNnAZ8KCZ7fGb1Tn3gHNuunNuekbG/2fvvqOjKv4+jr/vtvTeIfTQE3oRpEvvTXoHRUEBCzZUmijqzwIoSkcFkS4t1ITeQgglJIGEmt573+ze5w+URyVAErLZEOZ1To6wOzv3swQzzM7c7xhw776BJYccB0BTs52RkwiCIAjlXJHGR6g4YyQAYYdQ5qawQ9eegU3KqAKmJKGq/RLtFNf4eMdl+uqPo5HzRGEWQRAqBENO9qKAKv/4vftfj/1TJLBblmWtLMt3gFDuD24VUkboCdJlc2o0ECt7giAIzzExPj6CfGUTSZIduuodqWRrVmbXVdd5CVspiyo513nF1BfcW4GbuLdeEIRnnyEnexeA2pIk1ZAkSQOMAHb/p82f3P/UEkmSHLm/beW2ATMZlUXsBS5Rl7puYluIIAjCc0yMj4XJSkIOPcR2bVsGNq9Wtteu0QkZifdUm3HTRUGrV8r2+oIgCAZisMmeLMsFwBvAQSAE2CLLcpAkSQskSer/V7ODQJIkScHAUWC2LMtJhspkVFlJOOXeJcq6CSqlsXfPCoIgCMYixsdHCNqBQq9ln9SRnp6uZXttCwdktya0UQYjmztAg//WyxEEQXg2qQzZuSzL3oD3fx779B+/loG3//qq0PLvnEYD6Kq0MXYUQRAEwcjE+Pgw/eXfCaUaNT1bY2li0H+eFErh0QViLiE1GwcqUTFbEISKQSwxlZGUkOPkyWpc6onJniAIgiD8S0IoiugAtmrbMahpGRVm+S/PoeDiJQqzCIJQoYjJXhmRIs5yWa5Fk+rOxo4iCIIgCOXL1T/Qo+CMWWde9HA0TgaXBvD6KbBxN871BUEQDEBM9spCXiYO6SGEqD1xtjY1dhpBEARBKD/0enSX/+CEvhEdmnmiVJTB2XqCIAhG4hfjR7Y2u8yuJyZ7ZSHyAkr0ZLm2NHYSQRAEQShf7p1CmRHF9oJ2DG4mVtUEQai4knOTme4znW8vfltm1xSTvTKQGXYSnSxhVftFY0cRBEEQhPLlyh9kSeZEunSmrquVsdMIgiAYzO8hv5Ony2NUvVFlds2yL3f1HMq7dZq7cjU8a4pPLAVBEAThgfws9EF/skfbij7Naho7jSAIgsFkabPYdH0TXap2oaZt2f28Eyt7hqbTYpV0mYtyPRpWsjZ2GkEQBEEoP67vQ6HN4k+5A/2bVDJ2GkEQBIPZFrqN9Px0JntOLtPripU9QwvchkafS6Rda0xUSmOnEQRBEIRyQ762nVgcMa/1Is5WooCZIAgVU74un1+Dfrjmqs8AACAASURBVKW1a2u8nLzK9NpFXtmTJKmdJEkT//q1kyRJNQwXq4LIz0b2WUCgXJMCj27GTiMIgiAYgBgfS0ibg/7WMQ4WNGNQ86rGTiMIgmAwe2/vJT4nnklek8r82kWa7EmSNBd4H/jwr4fUwAZDhaowzv6IlBHNgvwxtKphpHODBEEQBIMR4+NTuHMCpS6XM8qWdGvgYuw0giAIBqHT61h3bR317evTxq1NmV+/qCt7g4D+QBaALMvRgCiZ9TgZccinvuOo1Jq8yq3p3tDV2IkEQRCE0ifGxxKSbxwgC1NMPdpjqha3OQiCUDH5RvhyN/0uk70mI0llf45oUSd7+bIsy4AMIEmSheEiVRBHF6HX5rIgbxifDRSHxAqCIFRQYnwsCVmm4Pp+Tui8aFdPVKoWBKFikmWZNYFrqGpVla5VuwKQsHw52QGXyixDUSd7WyRJWgHYSpL0CnAEWGW4WM+4uGDkS7/xa0E32rV6gUbutsZOJAiCIBiGGB9LIjYQdVYMvvqmdKzrZOw0giAIBnEu5hxBSUFM9JyIUqEk98YNEpcuI+vsmTLLUKRqnLIs/0+SpG5AOlAX+FSW5cMGTfYMkw99TBbm/GYynJ096ho7jiAIgmAgYnwsodAD6JGIdGyPi7WowikIQsW05toanMyc6F+rPwBJK1ehMDfHfvToMsvwxMmeJElK4Igsy50BMYA9yc0jSLd8+E47mjeHtsLGTG3sRIIgCIIBiPGx5HTX93NVX4sm9esYO4ogCIJBXEu8xvmY87zd/G00Sg359+6Rvn8/9hMnoLQtu11/T9zGKcuyDtBLkmRTBnmebboCCvbPIRwXrlcZzsAmlY2dSBAEQTAQMT6WUEYcypgAjuia0amO2MIpCMLTS8tLY3XgavJ1+caO8sDaa2uxUlvxcp2XAUhavQZJpcJ+/PgyzVHUQ9UzgUBJkg7zV8UxAFmWZxgk1bPq0m+okq7zpXYW8wY1M0rFHUEQBKFMifGxuMIOAnBO1YJZ1eyMHEYQhMc5E3WGexn3GFF3RLn+d+2awDWsC1qHucqcUfVHGTsOd9LucOTeEaZ4TcFSY4k2Lo60P//EZugQ1M7OZZqlqJO9HX99CY+Sl4H2yEIu6etStd0IaruIytuCIAjPATE+FpMceoA4HHH2aI5aWdQ6cYIglDVZlll4biGRmZHcTr3Nh60/RCGVv/9ns7RZbAvdBtxfTXu5zsuolca9jWp90Ho0Ss2DiWfyuvXIej0OkyeXeZaiFmj5RZIkDfD35vobsixrDRfr2aM7+R3q3CRWmr7H0pdqGzuOIAiCUAbE+FhM2lzkm74cLniRTvXK9tNtQRCKJzAxkMjMSDwdPPnjxh/k6fKY22YuSkX5OhdzZ9hOMvPS+dB0IIuz/mTXrV0MrTPUaHlis2LZfWs3Q2oPwdHMkYKUFFI2b8ambx807mV/1EyRpueSJHUCwoAfgeVAqCRJHQyY69mSEYt85gd26doybMBAzDVFXTAVBEEQnmVifCymu6dQFOTgo29GxzpisicI5Zn3HW9stGp+avElUxtNZefNnXx46kO0+vLzeZZOr2NDyAYmhVam6fztfHTYmrWXVxk14y9BvyDLMhM9JwKQ8tsG5JwcHF55xSh5iroW+w3QXZbljrIsdwB6AN8ZLtazJTNgKyp9HheqTqF7Q1djxxEEQRDKjhgfiyN0P7mSCUlOrXG1EUcuCEJ5VaAvYP+d/czdZ05c/5eZYt6dmc1msv/OfmYfn41WVz4mfD7hPkRlRNIlQIvCxobGF1MY8VsEB27sNkqelNwUtodtp3eN3lS2rIwuM4vkDRuw7PoSJh4eRslU1MmeWpblG3//RpblUECcKfCXrEvbCdFXYXz/7saOIgiCIJQtMT4WlSyjv3GAkzovXqxX9luZBEEoOr8YP8wik3APSUKfmUnElCmMs+vJB60+wCfchxlHZ5BbkGvsmPwS/Avtkp1Q34vB+d13cPn4Y1qGyfDOIrQZ6UXqQ9brH3osPT+dXTd3MefUHO6m3S1yno0hG8kpyGGS5yQAUjf/gT49HcdXXy1yH6WtqPsN/SVJWg1s+Ov3owF/w0R6xqTH4JR6mf1mI5kgirIIgiA8b8T4WFRxQSjSIzmi68WguuLIBUEoz/bd2UefKypQK6i6ejWRM2YQPmkyw3/fiKaNhoVnFzLdZzrLuizDXG1ulIyX4y9zNeEqP4XWR2GRgU3v3igsLAjOv0eNr38jaPRQPH/ZjMqu8Kq/OUFBJK1eTcahw5g3bYrpoH5cqKfkYOwxTkeffrAVNCIjgvU91z+xOE2WNovfr/9Olypd8LDzQJ+XR9K69Vi0bYNZo0al/v6Lqqgre68DwcCMv76C/3rsuZd1eScKZKg/wNhRBEEQhLInxseiCj0AgJ+qBc3FkQuCUG7lFuRyMuwwHQJ1WPfqiUXrVlRd8TMFCQmEv/Iqg916sqjdIvzj/Bm3fxwnI08iy3KZ5/w1+FdcdRY4nLmBdf9+KCwsAGg78QM2jK2M4nYk98aMRRsX9+A1siyTdfYs4ZMmc3fIULJOniKza0ti7gWTPGcubqM+xuuXs0w17cbvvX9nQdsFXIq/xM6wnU/Ms+XGFjLyM5jiNQWAtB070CUm4vDqVMP8ARRRUVf2VMASWZa/BZAkSQmYGCzVMyTz8nYi9e60atXW2FEEQRCEsifGxyKSQw8QItWibq3a4sgFQSjHjkcep9mVLDQ5euxGjgTArEkT3JcuIeL1aUS+Po0+q1dh2cmSL/y+YJrPNDwdPHmt8Wt0cO9A/s2bJK1ZS7a/PzxiEmji4UHlZUtRaDQlyhiREYFPuA9zY1pA/hnshg9/8JxCUtB+xFssKniPT3dGcm/UaKqsXkXejVCSVq8m99o1lE6OOLw9i2XVQvkz9hBObR0ZmdeeNhez6XDMD9lvNyb1w+g4ZAgtHJrw7cVv6Vy1M/am9oXmydPl8Wvwr7R2a42XkxdyQQFJq9dg1rgx5q1bleg9lpaiTvZ8gK7cPzwWwAw4BDzfM5yMOJySL+JtMowJbmILpyAIwnNIjI9FkZkAkf4c0A6hk9jCKZRjsiyTnp9OfHY8CdkJxGXHkV2QTd+afbExsTF2vDKx79Ze+l1SYFKvDmZNmjx43LJ9eyotXkz07NlEvf0OnZYuod2gduy6tYvVgatZ+ut0ki+aUy84A8nMDMtOHVFoHv7sS5+bS8bBg6Ru2oT9+PElyrgxZCMKWaLhqSg0jRthWq/ev57vUb0Hyz2Xs8pRYtqvSdzu3QdkGXW1qrgumI+yVxfePvMB52PPM6PpDCZ7Tb6/TXMc6NLTSdu7l9Rt24j77DM+GDWIETWu8Y3/Nyxqt6jQPLtu7iIxJ5HF7RcDkO7tjTYqCpc5c4x+GH1RJ3umsiz/PZAhy3KmJEnG2aBbjuRc/RMzZArq9jf6N1IQBEEwCjE+FkXYISRkfPTNWC0me0I5czv1Nl9e+JKIjAgSshPI1T1ceGRD8AaWdFlCHbs6hfRQcaTlpRF3/gTucQXYTR/50L9vbfr2QZeaStxnnxHz6VzcPltIj2hHmm+3JzfgHpnmWWxpp+DmS1Xp2aQFCklBvi4frV6LVqdFq9eSr8unQ2xNlD+vwGbIEJSWlsXKmJ6fzo6wHYwvaIX+zknsFn32UBuVQsUUryl8mvEpL38zh+rbL2DVvTtW3boSl5vANJ9XuZN6h8/bfU6/Wv3+9VqltTX2o0ZhP2oUMZ98Suof25m5YBDf3NrFgFoDaOX275W6An0Ba6+txcvRi1aurZC1WhJXrsSkTh0sO3Us1nszhKJO9rIkSWomy3IAgCRJLYAcw8V6NmRc2kaUvhItWooPcAVBEJ5TYnwsitD9JCkc0Tl74mZjZuw0gvBAWEoYUw7dv8eqtWtrnKs442TuhIu5C87m938dnx3P7OOzGeM9hs9e/Izu1Stu9fUj947wkr8W2cIcm759C21jP2Y0upQUEn/8kayTJylISEBVyQ2Xjz6i1uABRMcexe/qShb7LX7otSpJhUqh4kTTHL68oiN57VqcZswoVsZtodvIKcihxxUJhaUl1r16Fdqub62+/HzlZ5an7WHDNxuQJImwlDBeP/I6mdpMlnddTptKbR57LefZ75J57Bjtfwtk6+jKLDy3kO39t6NR/v/20wN3DxCVGcV7Ld9DkiTivvue/Ju3cP9hGZLC+FvWizrZmwlslSQp+q/fuwHDH9O+4stMwDHRn33qwYyvIm40FwRBeE6J8fFJCvKQb/lyUPsCHeuJg9SF8uNG8g1eOfQKzW8U8OrObMy9YrF8qQFWL3VBU6XKg3ZVrKrwR98/eOvYW7xz/B1eSX6F6U2mo1QojZjeMI5e/ZOpN2TsRw1GYf7oTQqOb0xHn5ND9vnzOL/7Dta9eyOp7586M8BjAH1r9iUxJxG1Uo1aoUaj1KBWqFFICnR6HRMPTuRCwyu0XLceu1GjUDk6FimfVq9lY8hGOlo1Qzp2DpuhQx+ZU61QM9lrMgvPLeRczDmUkpJZR2dhpjLjl56/UNe+7hOvp7S2xuXTT4h6cwYL7g1mgvNu1lxbw+uN79fh0st61gSuoZZNLTpV6USGry/Ja9diN2okVl27Fuk9GVpRp5s1gKbcrzB2GLgBlH3ZnXIk79puFOjJrd0PhUJs4RQEQXhOifHxSe6eQsrP4oiuKZ3qiMmeUD5cT77OlENTqBUr8+qObDTu7ujS0ohf/CW3unXn9oCBJCxdSk5QELIs46SxZ0W9ebyR9QKxq1bw5+Ru3BoxnLCOnYia/R5Z584Xel5badsWuo0TkScM0ndsViz2hwNQ6XhQmOVRJEnC5b3Z1Ni+DZsBAx5M9P6mVChxsXDB3tQeK40VJkqTB0cXKBVKFrRdwOaOSnR5uSQs/6nIGQ/ePUh8djzjw6sh5+djO/zxn60N9BiIs7kzC88tZOqRqTibO7Oh94YiTfT+Zt2tG1bdu2Px216GmbVj9dXV3Eu/B8DxiOPcTL3JZK/JFETFEP3Bh5g2aIDzBx8UuX9DK+pk7xNZltMBW6AzsBwo+nemAkoP2MptvStNW7YzdhRBEATBeMT4+CShB8mXTLiibkKL6mInjGB8wUnBTDk0BbdMFe9v1aN2dKTa+vXU3L2LWocO4vz++yitrEj8eQV3hwwlrO2LXG/ajIje/emw9BRjj+qpdDWGkLRQ9F51yDx2jPAJE7jVsxeJK1aijYs3SO7ozGgWnF3AdJ/prLy6stSPOzh4az9dL+lRtGiCSc2apdr3f1W3qc6wl2bi0xhSNv9Bfnj4E18jyzK/Bv1KDevq2B/0x6xJE0zrPv4eSo1SwyTPSURkRNDEqQm/9PoFN0u3Yud1+XgOkqkpI/5MwUShZuG5hciyzOrA1VS2rEzPyl2JeustkGUqL/m+xFVGDaGokz3dX//tA6ySZXkfUH7eRVnLSsI+/jzHlG1oWcPB2GkEQRAE4xHj4xPI905zmbq08HATRy4IRheUGMSUQ1OwKzBl4U5TpHwtVVb8/GAboaZqVRwmTqDaht+ofeokbosWYdmxIw4TJuD2+edU/2MTdc6fQ73vN76eYM34tlc5+/Nk7D+fj9rFhYTvvuNmly5EvD6NDF/fUp2Q7bq1C4BOVTqx7NIy3j/5PrkFucg6HQUpKeTduYNcUFDi/m96b8YpHdzGTiytyI81pv4Yggd4kq/QE/nNV09sv//OfkKSQ3hN7kD+nTtPXNX72/C6w1naeSkruq0ocUVVtbMzLu/NpiDgCvMS23M+5jwLzi3gauJVJjacSNI335EbGIjb54v+tQW4PCjqPXtRkiStALoBX0qSZELRJ4oVjjZ4D2r0ZHr0Qym2cAqCIDzPxPj4OLnpEB/MGe1AOtUVWzgF4wpMCGTq4anYqqz45pAzunuXqbpyBSYeHoW2V9nbYztkMLZDBj/0XAubFmzuu5m5Z+byzbUfWKm2Yvhbwxlu/haKfUdJ/XMnmUeP4jjjTZymTXvq7HpZz66bu3g9xJ2+53WMiXImI2EPQbnemOfoH5xnZ9aiOdXWr0dSFfWf+PfdTr1Ng+Ph5NtbYtWl81PnLQqlQsn7vRaz5dAABhz0IedaEGaeDR9qJ8sya66tYWnAUrwcvfD0iSbH2hrrXj2LdB2VQkXnqk//nmyGDCFt7z6q/XaMtm/XZVvoNhxMHeh6x5L4337Dfvw4rLt1e+rrlLaiDkjDgINAD1mWUwF7YLbBUpVzaRe3cU/vTJMW7Y0dRRAEQTAuMT4+TtRFJFlPgL62OF9PMKrQlFBePfwqNhprll1ujO6sP27z5mLRtuQV1V0tXFnRbQV/9P2DNpXasCZwDX0uTGHli9mY7v4Vq+7dSVqxEm1U1FPn94v1Iz8yko677pJ3IxRXu6rYezbjTAMF3h0tkGdNxnHa6+T4XyRxxYpi9+979nea3JGxHTbsofvvDKmmTU0qTZ1OhimEfD7noefzdHl8dOojlgQsoWf1nqxq9Q3Zh32wGTAAhalpmeWE+/cpus2fh6zVMuuoBSYKDdOdhpD4yTxMGzXC+Z13yjRPURVpsifLcrYsyztkWQ776/cxsiwfMmy0cio7GbvYM/goXqCNR9EqBwmCIAgVkxgfnyDyAnok0hwaiyMXBKPJ1+Xz4ckPMVGa8FNib/J37MHhlSnYDh1aKv03dGjIN52+Yc+gPfSr1Y8dYTvot2cgazrrkIG4r75+6mvsCNtBjyA1ElDt11+otn4dzVZupNvSLRzoast4y81cHlAf6379SFz+E9mXLhW5b1mWyd++B51CotLIkh1y/jRGt3yFc90rYxZwg5jj///jMzEnkUkHJ7H39l7eaPIGX3b4ktw9B5C1WuyGvVzmOQE01arhNONNOOmHt8UHNP/hKCiVuH/3LVI5uk/vn8RWk2IqCPFGiY7UGn3EvQeCIAiC8BhyxHluUYU6Vd2NHUV4ji2/vJzQlFC+kAeRs+RnrHr0wOmtt0r9OtWsqzGv7TwODjnI+Ibj2Zftx/72ZmQcPEjWufMl7jctLw3fO0foek2BRdu2qCtXfvBcPft6bOqzibr2dXn72Nsce9kDtasr0bPfQ5eZWaT+A6Mu0tI/nay2nqhdyn67tVKhpPc7y0i0lgj9/FNkWeZ68nVG7htJWEoY33b6lqmNpwKQumULZs2aYVK7dpnn/Jv9+PGYNmhA0kefkhccQqXFX/zre1LeiNlKMaVd3EqE3gmvFp2MHUUQBEEQyi+9HjncjwsFHjSqYmvsNMJz6lL8JdYFreMVZSfsFq/HtJEXlb5cbNDDrp3MnXi7+dus7r6anS31JNupiPpsfomLp3jf8aberTzMk7Oxffnh1UhHM0fW9FhDt2rdWByyjOh3hqGNjiZ2wYIi9X9p0zIsc6HmxKe/t7CkPFzqkzKmO8730vj1x9cZt38c6lwdv1T/lFZXc4lfsoTIadPJv3sXu+HDjJYTQFKpcFv0GZKJCQ6vvopV57K5x7Gkinf35vMuJxWbmFPsknoxqo6490AQBEEQHikxFEV+OgFybcZWLlkFPEF4GtnabOacmkPjLEd6rL+A0smJKj/+WGb3ejVyasSyXitYGTaJN7fdIfK3NVSZOLXY/ewM28mwEEuUdkosu3QptI2J0oTP231OXFYc76as5pcJQ0lfuwXL9h2w6df3kX3vX/kRDTb6kVbZhnptOxY7W2nq9fqXnNl+nAarj7PMRI11WgYwm2gApRKNuzs2QwZj1bNohVkMybR+fWqfPo3S0sLYUZ5ITPaKQX/dG5VcQFLVnpiqlcaOIwilpkBfgISEUiH+XhubVq9FJamQJONX+tXLevSyHpVCDBVCCUTc37Z2hboscrMychjhefSN/zfkREbw/lZrJLWaqmtWPzhioaw0cW7ClDdWEXRxPDWWLsWkx0s4Vyq8+mdhridfJyoimAbBMjZjxz32/DZTlSlLuixh5L6RzKx6ih8bexI7fz5mTZuicf/3NkNdejoX3n2F6ieuElvDhtY/bzL6uKNWm1B9/mfELvmeSrWbYFarNpqaNTCpWRNNlSrl7p64Z2GiB2IbZ7GkXtxGlOxA/Rble7lWEIpDlmWm+0znTd83jR3luZetzabfzn4svbTU2FEA+PT0pwzfO7zUD+4VnhMRfmQorDFzrYOJSnyQJJStk5En2X95M1/ttECVq6Xq6lVoqlY1SpZmrs2p8elCTHL1eH80luTc5CK/dmfYTjoHSUg6PbZDhzyxvaOZI8u6LCNVl8F3ffTIQPR77/1rC2nWufME9+mBxamrnOlTnbZ/+mJerUZJ3lqpq9apD613HqbKV1/jOPVVrLt1w6RWrXI30XuWGHSyJ0lST0mSbkiSdFOSpA8e026IJEmyJEktDJnnqeSmYx11gkNyazrXczF2GkEoNedjz3Mm+gwno04SmRFp7DjPtY0hG4nKjGJ76Ha0Oq1Rs4QkhbDr1i5CU0K5nHDZqFkqogo1Pj6CHHEef11tvNzF/XpC2UrLS+Pzo58wb7saq+Rcqvy0HNN69YyaqXmbQegGdaPl+VQ+WT+GlNyUJ74mT5fH3lt76BNkilmTJo88D/C/6tnX44v2X3BSDuXYsNrkBASQuGIF+vx84r78insTJxKvS2PTLC9GfbkDExPzp317QjlmsMmeJElK4EegF9AAGClJUoNC2lkBM4GSlykqA/qbvqhkLfHu3bEwEVuahIpBlmWWX16Ovak9EhJ7bu0xdqTnVmpuKmuvrcXNwo2UvBRORJ0wap4lAUuwMbHBTGXGrpu7jJqloqlo42OhspORksK4UOBBYzHZE8rYF6cWMHFjAu4x+VT+7jvMW5SPz0o8318I1pZ03X6PVw5OITU39bHtj4Yfxe1OOraxmYUWZnmcl6q+xMxmM/nRJZC4dnVJXP4TdwYOInndOo40VbBhdmPmTFyHmUociVLRGXJlrxVwU5bl27Is5wN/AAMKabcQ+BLINWCWp5YU5EOWbELtpp2MHUUQSs3Z6LNcir/Ep5HNmRrqzq5bu9DLemPHei6tDlxNVn4mSwKb0vmeJbtv7jZaFr8YP05Hn+aD1La8c6kyB+8eJKcgx2h5KqAKNT4WKvICABf1dWhURRRnEcrOgZve1Fm2H6+7eip9tgirLuXn1huljQ2V3plNvQg9LmdvMnb/WCLSIx7ZfkfYDvoEmSKZm2NdgqIkkz0n069mP95reZMCJ1tyUxL53zATTo1swJI+K7BQPxv3nAlPx5CTvcrAP/8GR/712AOSJDUDqsiyvM+AOUqF4t4p/PV16Vi/krGjCEKpkGWZH6/8iGeuE5XWHabTngjS4iMJiAswdrTnTkxmDJuub2J6SjPYvJtxvnpORhwv1n0dpUWWZb4P+J46eic8VvrQaO91rGMz8A33LfMsFViFGh8LFXEePUpuqDzwcLI0dhrhORGfFc+deR/R5rqM4+x3sR000NiRHmI7ZAgmDeoz7bQl2RkpjPIexaX4hw9Aj86M5srds7QMysOmT28UFsWfmEmSxLy286hbpSnTx+Ty2qt6kpvXYGW3lVhrrEvj7QjPAKMVaJEkSQF8C7xThLavSpLkL0mSf0JCguHD/VdmAg7Zt7ll2QwHS5Oyv74gGMCpqFNcTbjKjIuOSAoFivwCegaq2HVLbNkraz9d+Qm1Vk/HP++isLDAIjadhre0eN/2LvMsPuE+BCYGMvuCK2i1SGo1Q66Yi62cZag44+Nf7Y07RhYmwo/bqpp4VHJGpRS14CqyzPxMriRcKdFXbFZsqWY5suoTOvnnoRw3FKfJk0u179IiKZW4fvwxioRkfvJriJ3KmskHJz/0837XzV20DZZR5hVgO7R4Wzj/SaPU8H3n7zG3c8TW1pVV3Vdhayq2Vj9PDHnzWRRQ5R+/d//rsb9ZAZ7Asb9KvboCuyVJ6i/Lsv8/O5JleSWwEqBFixZlXhYu/+ZxNADV2pX1pQXBIGRZ5sfLP9I6zRHbE4HYT51KzpUr9Ll8hTfbHOTDVh9irhY3bJeFW6m32HVrF/NDGyDHXabK+nVEzZ7Ny1fz2NByN2MajCmzLAX6ApYELKFjmhs2vpewf+UVCuLjaXPQmzVtzxKbFYurhWuZ5anASm18BOOPkQ/RFSBHXeRsfgcaifv1KrxZx2ZxPqZkt5Vaqi05MOQANiZPv9U3W5uN9Z7TpLpY8MKHRTtM3FjMmzXDefa7xH/9P77Pbcvn/e15/+T7RGRE8GqjV5GR+fPmn3wQbIZJbTdMGzV6qus5mDmwo/8OlAolJkqxaPG8MeRk7wJQW5KkGtwfxEYAo/5+UpblNODBYSeSJB0D3i1sIDO2xCAfrGVTajZ60dhRBKFUnIg8QVBSEGvP1kBpk4PDlMlk+/mRPf0cDUIU+IT70K9WP2PHfC4sDVhKlQwT6noHY92nDxYvvIDdiBHUXvYDqWHB3Ei+QV37umWSZdfNXdxLu8NnRyqjcnbG8bWp5N25S9quXXQMVLD39l6meE0pkywVXIUZHwsVdw1Jm41fgQcvuYv79Soy/1h/qm45w/RAUzQKdaFtdJWcyJo2HF29f5f2T85NZs6pOWy5sYVXGr3y1FmO+K6mdpQO7RuDjH5eXFE4TJ6MwsKS2PnzmZPTlHXjevDD5R8IzwinZ/WeqO5E4Rquw/ajoaXyfsQHuM8vg+2tkGW5AHgDOAiEAFtkWQ6SJGmBJEn9DXVdQ9BEnMFfrkfLWs7GjiIIT+3vVb3O8Y5YXgrDYepUlFZWWHbqhLpyZQZeUoste2XkcvxlfCN8ee+8M5JSifPsdwGwGz4cVCp6BVBm22pzC3JZfmU5Y++4owkNx3n2uygsLDDzbIhZ06YMuKxmd+if4sy9UlCRxsdCRfgBfxVnEZO9Cm3D8SUMPCtjU90D++69Hv7q1hOzhAxs3/gCj7XHaGPdmHaV29Gucjv61+rPi5VfZEPIBnILhR/gkwAAIABJREFUnq4GkSzLJG7ahFYl0WDUtFJ6d4ZnN2I4lb/5H7lXrjLh59vMrDGB3bd2M+voLHoGqkCtxrqf+OBVeDoGPUNAlmVvwPs/j336iLadDJmlxDLicMy9S7j1ZDqJIxeECsA3wpeQpGA+POGGys0Nu9H3FxQkpRK7UaPw+Ppr4q6cJ/rFaCpZioJEhvJ3IZS20ZY4+d3CcdZM1K73t0iqHB2x7t2LLoe8eS94D281fwv1Iz41Ly2brm8iIzmOPocsMGvaFOu+fR88ZzdmNDnvvIvt5Ttc7XCVxk6NDZrleVAhxsdHifQjTe1EBi5UdxDV/ioq/1h/qu6+iBIF7t98h8a9cqHtdJmZJHy/hJSNG8k4dAiXOR9h1aMHkiQxqeEkJh+azO5buxlWd1iJs5y/c4LGl1LJadcElb1difsxBuvevVFYWhI5Yyadv8il8tz3mBfyLR2CZKy7dUVl92y9H6H8EXdNP0F26DEAVDXbGzeIIJQCvaznp8s/0TfcEdOwSJzefBOFyf/v37cdOgRMTelxUSfO3DOwU1GnuBTjz9SjatTu7thPnPiv5+3HjkWTq6ORfzKno04bNEt6fjqrA1cz84obUmoGLnPm/GvbkHX37iidnegTIIlVX+HJIs4TKNWhkbstCkX5304nlMxvJ5bQ9YqM9YD+j5zoASgtLXH9eA7Vt2xG6eRI1Ky3iJg6lfzISFq6tsTTwZP1QevR6XUlzhKwcSnmeVB30owS92FMlh06UHX1KgoSEvD4aB1b08egycp/qsIsgvA3Mdl7gqRrPqTLZng0FvfrCc8+n3AfwpKuM+K4DpPaHtgM+PeOMaWNDbb9+9MhGI4E7hRb9gxEL+tZErCEYUE2mIUn4PLhB/+adAOYeXlh0rjR/QlW6J8GzbM2cC1WMek0Ox6D7dChmHk2/NfzklqN/ciRNLql49KFfU+95UqowNJjIDWc4zk18aosirPIBQWk/PEHurQ0Y0cBIOvMGXJDQ5+6H/9Yf6rsvohKL+HyetG2TZp5eVFjyxZcPvyAHP+L3O7bj5TfNjDJaxIRGREcCT9SoiyRGZG4+4aQWdkOm5YvlKiP8sC8RQuq/rIeOTePrJ9Wo65cGfMXnt33I5QfYrL3BGbRZwigPk2qOT65sSCUY3pZz/LLy3k51B5NVCJOb72FpFQ+1M5uzGjUWpm6pyK4nHDZCEkrPu873kRHXWfAsRws2rbFskuXQts5jBmLS5KO5JO+pOamGiRLfHY8G4M38O4pOxTm5ji9NavQdrbDhiGrVbQ/n8GxiGMGySJUAJH379e7UFCbxuJ+PW5/8zmx8+Zz+7cVxo5C+rmz3Js8hZBZrz11X7+dWEq3yzJW/fujqVLlyS/4i6RSYT9+PDX37cW8dSviPv+c1hFmVLOuxtpra0v0AaP3oeXUjpFxGjHqmSjM8jhmDRtSbcMGTOrUweHVV5EU4p/pwtMTN6E9TnoMjnkRxNj1QqMS/8MJhcvWZpebKlfZ2mzis+MLfc4v1o/whDAWHLfArFkzLDt3LrSdaZ06mLZuSc8Af3bf2ElT56YlyhKcFIxPuM8jB283SzcGewxGqXh4wlnaUnJT8An3YYDHAIPf+/Yk99LvsSRgCa+fs0GZm47LnI8e+Q8U6x7diV78Od39UvG+482o+qMKbVdSOQU5LDy7kEah+VQOzsLpow9R2dsX2lbl4IBN79503r+Hdde20bNGz1LNIlQQEX7oFBqC5Oo0qvJ8r+zdObCd/HWbAIg+cZjab7xntCzZcTGEzngNjULG9HYMKYEB2Hk1K1Ff/rH+VN7rj1ov4fL66yXqQ+3mhvvSpdwZMJD4efOZ8O0E5l9ajF+sH63dWhe5n2xtNgU79lGgVlBl2NgSZSlvTGrWoOZusV1eKD1isvcYqSG+2AKa2h2NHUUoh2RZ5pegX/gu4DuWdl5KxyrG/XtyKf4SM31nkpKX8sg2kwLtUCUn4rzs7cd+Auo4dhy5b1wg/tA+ctp8iJnKrFhZdobtZOG5hRToC1BID39QIiOjl/UcDT/K4g6LsdZYF6v/4riefJ2ZvjOJzorGTGVGn5p9DHatJzkZeZL3T7xP9TiZ5n5p2I8bi0mtWo9sL2k0OI4aTbNlP7Ds3JZSnexFZ0Yz6+gsbsWHsOaEJRoPB+xGjnzsa+zHjiN9127MD54j/qV4nM1FhWLhPyL8CDeti7VkTiUbU2OnMZq7Yf4kffgJyS5KYqtY0OhqFHJ+PpJGU+ZZcvOzOfXqEJyz8znzXlfafnWEK+u/p9M3v5aov19PLmXyJRmrvn3RVKtW4lwKExPcFi7g3thxtPUOx6GGA2uvrS3WZG9/8A5aB+ZDl/YobcRKsiAURkz2HiMlyAdJNqduo7bGjiKUMwX6Aj4//zlbQ7cCsP/ufqNO9rxve/Px6Y+pZFmJd1u+i1J6eLVMkZFN9WVfYtmpE+bNmz+2P8vOndG7ONL5fCK+4b5FniBp9Vq+vvA1m65v4gWXViyuOxtrjdVD7WRZZne8L4uufceofaNY2nkpNW1rFu3NFsOBOwf45PQnWJtY46iwwSfcxyiTPVmWWXNtDUsDltJUVZOPToJkp8Bx+vQnvtZu+HDif1qOx5FQwgaGUduu9lPnuRB7gXeOvYOs1bLyZgdM4nxx+fx/SOrHr3qaeTZE0agB3S8Gs/fmHiY1mvzUWYQKpCAPYi5zQdmHRu42z/yWupK6m3ST4GmTcNVB1aXLyLxwABP/3cRePIVbm8K3bBtKni6PTe8P5oUbKUTOGMhr479gx/4XqXL0ItrcHNSmxfsgzz/Wn0p7/VHrJJyLeK/e45i3bInt8OGk/rqB1xaNZFH0ZkKSQqjvUP+Jr5Vlmeub19AgH6qOf/qtqYJQUYm9iY9hGXuOS1IDGlQWZW+F/5eZn8kbPm+wNXQrr1cfw/s36nDp5smnqiRWUrIss+LKCt4/+T6NHbxYkTGYVr9fpfnGSw99Nfh2H2Rl4/T2W0/sV1IqcRk3gYbhcPr4xiJlSc5N5tVDr7Lp+iZmqnvywfIE4nsN4uZLXR/6utW1G54Tv2V9Qn+ys9MZ5T2Ko+FHn/aP4wGdXsd3F79j9onZtFB7sOpUfX5YnEyk//EyLy6Src1m9onZLL34PTPC6/PRkmjksNu4fvIxSusnr2iqHB0x79GNjoEy3oHbniqLLMv8HvI7rxx6hcZxpqzabIv5Tl9sX34ZyxeLVoTKdfwk3FLguvfvooCP8G8xV0CXj09WdRq5P59bOO+k3WHv7BHUiNBi/sm71GvcmXpdBqMHbvmU7da83IJc/rd8LK323yP1pWZ0m/YFAC5DR2CZrefMtmXF7vOX08voGQCWvXphUqPGk19QBM7vvoPK0ZHm685jrTBnXdC6Ir3uQuwFGp2JJa+qM+ZNS3a7gSA8D8TK3iPIaZE45UeR6NhflI4WHojJjGGazzTupt3lf6ZjqPnxPgoSEgjroCCwTyBNnJuUWRatTsu8s/PYfWs3w607M3pjEukXv0Zhbf3IT9QdXpuKaZ06RerfbsgQYpd8T+UDl4kdFourhesj2wYnBTPr6CxyU5NYFdwCm/370Ds74/LRRygsCj9nK/PYMeRVW/ipVnVW97RmxtEZTGsyjamNpha69bOo0vLSeP/k+5yJPMUHUc1o8ed18nODkFDQ6nIOZ6LP0KVq2Xy6HpkRycyjM8kNDWX1SVesblzFtGVLXOfPw6Rm0VcyXSdMJnffQVJ27qSg3WxUiuL/6M7T5fHZuc84HLiTj/1daXg6EqWLC64//oDVSy8VuR/r7t25Z29F0+MxXJt8DS8nr2JnESqoiPMAXNTVYdhzWJzlduptli4ZzdQzWSiG9qXuy5MAqFejJYddVWguBJRZlpyCHD7cOZUR6wLRVnWh9f9WP3juhYGvceGrFaRs3448enaRV2D9Y/1x23sBTYGMy7TSO7hcaWWF69xPiZz+BrNDWzBXPsiMpjNwt3J/7OsOHfqZIbFg/+GE53YVWRCKQkz2HiEh0AdnwKxO4UUshOdPUGIQb/i+gZyTy7rrL2Kycz3K2h5gaU6r0HBORJ4os8leWl4abx17iwsxfsxP60LDpWfIlyQqffUl1v36lcrAp7S1xaRPd9rt8WbrhbUMaj4OS7UlFmoL1Mr/3+639/Ze5p2ey0uhpoz30SCl+mE/biyOb85AafnoA5Vthwwm4+hRYhcuZNKPMXRoV41FOT9yI/kGi9otwkJd/MOYb6bcZObRmShvR7LupBvmNy5g+sILuM79lLivv6bthWPsu3ukWJO9iPQIMrQZxc4SnRnNF8fn0et4Fr3PyaissnD+4gtsBg4o9vfHzMuL/PrVaX/uLjtubMPTuVGxXp+vy+crvy+xPnGVn4+bYpIRg/24cTi++eZjv0eFkdRqHEaNoskPK9h57GeUXR69FbWBQ4Ni9S084yLOk27mTmKuzXO3sncz5Sbv/zGBj3amIdWvTe1PFz14TiEpSPeqSt2jt9Hl5KA0K97WyeLK1mYz4/Ab9F7pj5Veg8dPa1D845pKlZq8bm3w2HGKgGAfmjfsWqR+159ZxuSLYNmzx2PvNS4Jq5dewqpHD+ru8qXyJIlfgn5hzgtzHtk+OjMam/3n0WlUOA4aUqpZBKGiEZO9R0gPOYpGtqBBU3G/XkWSmpuKVq8t9usuxl/kk1Of0DjZknf2WcI9H+zHj8Pp7bdJ/vVXan7zLTuDfKFZ0Q90zdZmk6XNKnaW5Nxk3j3+Lmnxkaz1a4Dl6cOYtmhBpS8Xo6786INtS6LKxKnc2elNztoNvOr/O+lmkGkGCrUGS7Ul5mpzCiIiWXDUkho3kjH19MR11TzMGjZ8cueAVefOWLRuTcKPP+Kx/hdWXjVhVUcfescFYG/mUOy8CcmRDDupp+v5AlQ22bh8uRjr/v2RJAmbXr3J8j1K5JnDaNvNL1JVzuCkYD5eMQzzvOJvV7TOhgWnldgna7EZPBjn2e+isiv5lvAqE6aief9DDv+wkN3FPAlGoYeBFyW8busx9ayJ6/yif48K4zJyLCk/r8L596N8fu1YoW0kSclv866W+BrCM0aWIcKP6+pGVLIxxcnK5MmveYIj947gE+7D5+0+L5OVm9upt/ng5AclGiMS0qL5eGsO5ipzai5bjuI/hVhs27ZHffg2YSf3Uq/7y0/sr0BfwKyjs4jKjCp2lvS8dLruj6V+hEylrz8rdGLWdOI7RG0/xeXfltB88ZMne3+v6ploZVymPfle45Jw/XgOWefO8Z6vmvccdvJ6k9exNy28OvDWy7/SPliPWY/uRdoOLwjPMzHZewSbuHNcUTakg6OlsaMIpeR4xHHe8H2jRK+V9DJTA13ocigOlYMjldauwaLt/Q8CrLp2JeGbb7H1CyN+SNEqFKblpdFre68SrRgBtIkwY/F+UxTp13F6520cJk0q9My8p2Vapw7q1i3od96ffn7/f0+i1lxHnmUOORYF2EeCSlOA88cfYzdyRLFzKMzNcZk9G5t+/YiZO5dpe66SdCmPHMuEYue1j9NhnpKD7ctDcX7nHZS2/7+6YNm5M7JGTZOrWVyIvUDbSk/+IOfQ7qUs+rXk92KqalSl0vfzsWjVqsR9/M2uV2/i/vc/xvsklawDC3NcPn67RN+j/1I5OGDZpzcv7trLiyGFT4RlBTDvqS4jPEtSwyEzjlOamnhVKZ0tnCsDfiI87gZX6g4vk10Tm0J+J/tWGC84Pr6AVWG8TuVSLfou7j98i8b94e2HXl2GkbjgF2KP7y/SZO9s9FmuhhyjrbkXlprirb7bR2rofDYa25dfxqZfv0LbWHvUI7iOG1VP3uRW6i1q2T56pS5Lm8XS44uYdREsu3fDpPbTF4kqjMrJCZf33kM/Zw4vXlSwyWsT05s8PLHMKcghdudWzPKh0ujxBskiCBWJmOwVQp8SjlNBDCmuQ8U+8Apkl996Zh7S0MC6+AOVWWQSpmGRWPXqidvcuf+aRJjUqAHV3WkVGsWpqFMMrj34if3tu7WX3kdSaa+uX+xz35RZeVj7XUfjUYvKq9Zg2sCwW+Vq/LCc3KAgdKmp6FJSKEhJQZdy/9e6lBRUTV1wmjkDtYvLU13HtF49qm/aROqWLZjt3Qs6fbH7UDS0wPH11wqtNqq0tMCiYwdeOOPLkTuHnzjZS85NxmrvKfLN1NRevQ6KebitpFRiWq9eqZValzQaPLbvQBtV/E/6ATTVqz/VyuJ/VZ2/kLyRo0WRFuG+iPuHqR/OqE7fUtjCeT35Oi12hvBOoMzeetsNPtnL1+UT672Lr7fmAqdL1If9hAlYdS18lczVpSZXqpiiunitSH0duLKVpSt0mGgvlyiLSb16uMz56LFt3IePJWPhV+zb+z0zxhRerEWr0/L2sbepdzAMszwZ52kl+8C0qGwGDyJt7x7GH7vADI+f+PnKz4W2W3yxAF2tKpg2bmzQPIJQEYjJXiGiLx/GHbCqJ+7Xqyhis2Jx2e1H2wAZTaXEYr9eMjHB8TH3wzl070WD1av47caRJ072ZFkm4OAGJp+RUTklFH8yIElYjR+P01uzUJga/hwrpZUVFi+8YPDrAEgKBXYjRmA3YoRB+rfr3Yfswz5EnDyIrs3Hjz3Qfc+F32gVokPzcp8nHlVRVtTOzqidy8fZdgpTU8yalF1BIqGcCz9LgcqCG7lVmFMKk709wdvpclXGIhdSvfeR224OpirD/bw7FnGMdhey0DnbU/XjucV+vcLcAos2j/85mdu4DjX3XSU7LQlzm0dvU0/LS0M+cAwTLbjOn4/Srph/npKERevWTxwf3Aa8TMqX3yB5HyNxSCKOZv/eHy7LMnPPzCX9zCkGngPrfv0wrVu0Al8lJUkSbvPnk92vP18dtCO1fqWH2ihztbjHBuLyiSjMIghFISZ7hci6cZRk2RLPpm2MHUUoJX+GbKXTVT3qTu3w+GlVqfdv1a0bSStXkX/yLPm98tEoHz2BC04Opt6JexRYmFL38KEymbAJ91l27IjeRIPnlVSuJl6lqXPh5boL9AXEb/4dlR6qi/ObBOHxgnfBxfXcceyCPlOBV+Wn28ap1WmJ9d6FRS7IZqa0DcjhaMRRetXoVUqBH3b0/GbG3ZVxeGMk1t27G+QaLu26oNpzlWu+22g1aOoj2x28c4COl7XIDWpjN3yYQbIAKC0t0XTpQJujR9lydQPTWs/61/PfB3zPuYDdfL9Xg2ktd1znFn8SXBKaqlVxnfMR0uIvsb2XXGgblbs7Nv0L36IqCMK/iXP2CmGfcIEgtRcuNubGjiKUAr2s596uzVjngNvoCQa5hmnDhugcbWl8PY+A+MeX1953cROtb8jYDOgvJnplTGFujkXnjrS+IXPk9sFHtjt+15cX/NLJa1IXk5qlc5aUIFRIIXtg2yRwb8kyyxlUdzDHxrx4W9P/62TUSV64mInO1RGn11+nfiScOLWplAI/LDEnEYtD55Gl+0fOGIpn56FolZBw0uex7S74bqJqArgNH2OwLH9zHzEOizy4uXsjOQU5Dx7fGLKRjQFrWLTXChNJg/sPPxS7cu/TsBs2jHoBF6l39UqhXx5HDqO0siqzPILwLBOTvf/IT7yLky6WDNfWxo4ilJJzMedodj4Zras9Fm0Ns1orKRTYvNSNxrdlTt32fWS7nIIcsnfvQ6UHl5GGH8iFh9n37ot1NoQf837k/WZ+O37CMR2qT3q9jNMJwjPk+j7YOgEqNYPRW7kQrS2VIxeOnfsDz3syTsNGYDdoEHqlArsjF4nLinv6zIXYF7aHjld1KFo3R+3mZpBrAFhaOxBbwxqTK2GPbHM77TbVjoeiM1Fj3ae3wbL8zbxVK/SujrQMyGLXzfuHvh+8e5Avzy9m7jEnbCPTqPzN/9BUq2bwLIIgGIaY7P1HRMABAGwaFP2QYaF88zn5G57hMi4jxiAVs8hGcdh174GpFhKOHXlkmyN3D9P+Yi46z9oGq2gmPJ5lhw7ozDTUvZRISHLIQ8/fSr1FdZ8b5NlbYtNF/BwQhELd2A9bxoNbYxizjXithpi0XBo95WHqybnJmB04gyxJ2A8ZisrJCXX7NrQP1LPvxq5SCv//ZFkmeP/vOGZApZHjSr3/h67XzBO3qFziYm4V+vy+a9tpGyJj0bMbSkvDVwOXFAqcBr9M47syu8+swy/Gjw9PfsjUa654XIzF6e23sGzf3uA5BEEwHDHZ+4/csBMkyVZ4NhErexVBam4q5t6n0CslHIYMNei1LFq1osDchGpXYglPDy+0zQXvdVRKAfcxkw2aRXg0hakpFp070SpUxufWw1s59xxbQZM7MvYjRiCpxG3NgvCQ0EOwZRy4esKYHWBqQ2BkGsBTr+ztv7mPDld1SG1bPKjwW2nkWGyzIcz7j1Kv/hqSHEL9M1EU2Jhj1blTqfZdmCqdeqMAgny2PPScTq8jds8OzPLBpQy2cP7NdvBgJBk8zkUy9fBUusTY08U7GqtePXGYMqXMcgiCYBhisvdPsoxzkh/XTRphY/70B8IKxrfv+p+0v1KAokMbVE5OBr2WpFZj2uFFmofJnAw//tDzd9PuUu3oDbQWplj37GHQLMLjOfYdgFUOhB/d96/HM/Iz0P95AL1Swm3EWCOlE4RyLOwIbB4NzvVh7E4wuz+5uxKZhkICz8pPd8B1yL6N2GeC+z9W2SzatUPrYI3nmViuJRbt6IKiOhiwmeZhMjYDB5XaMSmPU/fFPuSpIe3MqYeeOxdzjpYXUtFWdcGsadlVutW4u2PWqiVdgxTUybJmytY0TDw8qLRokah2KQgVgJjs/UN23C2c9AlkVRJVOCsCWZYJ+/NXrHKh6tiyWUlz6dkf6xy4dWLvQ8/tu/g7rW7IWA3oJwqzGJlFu3bozE2o4R/N7dTbDx7fE7yd9pe1SB3blJsjDgShvJBv+iL/MYpMm9psrv8D8w5HM3bNeV5c7MtSnzDquFhhrin5anhoSih1ToWjtbXAsmPHB49LSiX2Q4bS5I7MIb/fS+OtAPerfmbs3nv/Hurho0qt38dRmpiSWNsJ62v3HlqlPH5yA3WjwHX46DKfZNkOHoxTUgELNupQKJS4//gDCnNRpE4QKgIx2fuHcP/7n/I7eBZ+KKrwbLmWeA2v0zHkudpjXkbnxFm2b4dOrcTyXBDZ2uwHj2v1WtJ27kSlh0qjx5dJFuHRFBoNZn9t5fT9ayunXtYTunUtlrlQbcKjy6ILwvMqfvOb3NQ60i56Bu97R7DVP4K0HC2tatjzbvc6fDvs6VajDvr/QbObMraDBiGp/13R03nYSBQy5O85SJ4u76mu87cTkcdpezEbbcNamNSsWSp9FoWmVXMqxeu4ccvvwWMZ+RmY7j+FXqnAfuDjz2o1BOvu3VGYm6NPTqHyd9+iqVKlzDMIgmAY4oaUf5BDDxElO9GwUUtjRxFKweFja+kVATazRhu0MMs/KSws0LfwpHnwFc5Hn6NztS4AnAw/TpsLmeR7/R97dx5eVXW3///9SQhhikxhBkERMCMJxICgMpSxWgHBRJQq9mmt/aGPVsHpq61SsYgjj9IqRYvVNEyKRoogTqigjEaQGRFLIgRBhoQpJKzfH+dwTEgCCSQ54eR+XRcX55y999prL3Jys9Zee+8OhLZvXyl1kdNrdu0wcv+zkO8/TIOuf+CLzKUkLPmR3LbNqHOZfgeIFJSduZFmxzP4uOmdTBnUj/ZN6tHsgtByOwN1/MRxst95l2DnObN1qpqtW3O8ayQ9vlrPJ99/xMCLz/2Ze8sWvsawn6DZvaPPuayyaN93KAenL2DzB29y6SWe+wO8v+U/9FyTh13ZnRqNS37gekUJqlOHFhMeh6Bg6vboUen7F5GKozN7Xu74EdodXMHm+pdT6xymoUjVcPj4YYLmfUR+sNH0+uRK3XerwcNoegDWfPmu77MV816l+X5oU0nTSeXM6l5+OXn1atF62ff8kPMDHy58mfa7oOWv/0fXqYic4r/L5gIQ1ft6el4STvP6tcr1e7I0YwndV+VwLOYSarZrV+w6bUaOpukBWP2f1855fz8d/YlGi1ZzvFYIDQZX/CMOCmrZpSdHagVxZPkK32cb33mdC45AmxtvrdS6FHTB4MFcMLBiHigvIv6jzp7Xf1cvojbHCO6kG2cEgvc3zaPn17nQq1ulj5LW/0U/ThjkfbIE5xy7D++m6Qfp5NarRYOBgyq1LlIyq1mTWn16kbDF8fpXr9JkwSryaoXQaOgwf1dNpMqp8e0ittGKyMjYCil/2YJ/0mIftLmp5M5O/f4DyK0XStOP1vLj4R/PaX8L1r5Ft40nqDmwb6Vfm2Y1arA/ohVNN2RxNO8o2w9s5+LPvuNYeBj1evas1LqISOBTZ89r/9fzOOpCuPTyyh3hk4qx+a3p1DsK7X59W6Xvu0bjxhyNbEfkumw279vMeytTSdjsqHPtLwkK1V1eq5IWQ66nTi5kzk2lx3pH3Wt+WSnPthI5n+QfOcjFh9L5vtGVBAeV/1nvA8cO0PD9VRyvE0LDgSVPzwwKDaX21YO4bPMJFqbPPqd97pibSq3j0NZPj8EJu7wHzfc5vlqziPe/TCH2O0eD64ZjwcF+qY+IBC7NVwRwjma7FvNNzc4kNGrk79rIOdp2YBsdPv2OIy0aUreSbsxyqiYDr6bOs1NYtvpdfkx7ixon4MJR5+/zio4fP05GRgZHjx71d1XKV6OG5P5tCv/jHHY1HG3ShA0bij5oXSperVq1aN26NSGn3JhD/O+75f/hEvKpFXXu18kVZ+HauSRuzCfkV/0Jql37tOteeONv+G7mO+x8aybu8j+c1VTSTT9tInLpDxxp15Ra0dFnW+1z0qHvMHb+bSbffZJG9pavMYNWlfhsPSlfAZuRUiWcaz6qswfs27Ge5id2seEi3SUxECz6+FWuyoB6fxzpt2uvmg8ewrfPTmHFv0TyAAAgAElEQVR7WipXLT/M4ZiLCb34Ir/UpTxkZGQQFhZGu3btAu56tqMXhOH2H4Datajd/hJ/V6dacs6xd+9eMjIyuOii8/d7EqhyvnmPbFebqO4Vcz3XjjdTiMmDdqUYEKvVqSOHO7Qidlkm6/euIyq87J21jz/6J712wQX3Vf4jDk6qHxnDt3VrcPiLL0n8Po+j8Z0IadXKL3WRcxfIGSn+VR75qGmcwPdfei48b3nZED/XRM7V8fzj5M2dT34No0WS/0ZJa7ZpQ/aFjRn06WGa7Ye2v/6d3+pSHo4ePUrjxo0DMsRCGnrO5tcMb+LnmlRfZkbjxo01Kl4VOUfrPZ+xvnYCF9Qt/2vbvt3/LZcuzeDQRc2oHRVVqm1ajryZC3+ET99/pcz7O37iOPnvvk9ejSCaX5dU5u3LiwUFcTj2YrqtyyP8oP+mk0r5COSMFP8qj3zUmT2g1ncf8K21oWOnyHIve/fh3fwm7dccOXKw3MuWooLy8nni6yMcv/IyajRs6Ne61Onbm+Dpb3IsLJRGg87/a0EDNcSC69YltEMHXU/pZ4H683W+27VpOc3dT6y/+PTPn5345V9ZtCGtzOU323WMR7Kg3oNFH7dQkqbXDufHJyfB2+/zi2OXl2l/P2dEAsENGpS1uuUqvGcf+GIzx+qF0rCfbg53vtPvMKko5/qzVe07e8cO7aP94TV80TSZ9hXwRX3roxd5/PH/EppX7kXLabQe/f/5uwq0/9VItk9/kwbDriOoZk1/V0dOQx09keL9sOIdmgPtug8tcZ3MnExaPPEGL24+cVb7OFGzBi2Hlf4ROcH16lJrwC/o/e779F6z/6z22WrU789qu/J0cd8hbHv6ZS4Ycq0yQkQqTLXv7H375X+ItHzqRpf/mZec3ByC3niHYAui6X1joQLuYiZF1WjUiHqJ3fxdDWpHRdH6xReo071sI89SvAkTJvDvf/+b4OBggoKCePnll+nWzfPvvGfPHlq0aMELL7zA7bff7tumXbt2tGnThs8++8z3WVxcHHl5eXzzzTd88skn9OnTh3/84x/89ree64XS09OJj4/nqaeeYuzYsYwePZrFixdTv359AOrUqcPSpUsL1W379u1ERETQqVMncnNzSUhI4JVXXilyMfWYMWNYsmQJubm5fPfdd3Tq1AmAhx9+mBEjRpSqHebOncvWrVsZN25cGVtQpOzCdnzExqAOXHphuxLXSZs/md6bTxAysC8N4y8r8z5qdepE8AUXlGmbi+97mIMxXXEnyt7BDG7QgLAe/n/EQejFF9H6b3+jTmLZ20zkVMpID2VkUdW+s3d0/XscdHWITOxf7mXPW/pPLl+TS9B1g2n8G/89KFX8J6zf6ac+Sel88cUXzJs3j9WrVxMaGsqePXvIzc31LZ89ezbdu3cnNTW1UJABZGdns2PHDtq0aVPsnTajo6OZNWuWL8hSU1Pp3LlzoXWeeuqpMwZN+/btSU9PJz8/n/79+zNr1ixuuqnw1LQpU6YAnuC75pprSE9PL7asvLw8atQo/tfzsGFV9zmA+fn5BOvW8QEjZ18W7Y9t5PPW/8OlJaxz4NgB6qS+R27tGnR8fCLBYWGVUrcaTZrQ6OabK2VfFSmsbx9/V0ECgDLyZ8rIoqr1DVrciXza7l3CxrqXUbt2rXIt+/iJ4+x/7V8YRsf/b2y5li1S3ezcuZPw8HBCvdMtw8PDadmypW95amoqzzzzDJmZmWRkZBTaNikpiZkzZ/rWGzlyZKHlbdu25ejRo2RlZeGcY8GCBQwefPa3mA8ODiYxMZHMzMwybXfFFVfwxz/+kYSEBF588UXeeecdunXrRnx8PAMGDGD37t0ATJs2jbvvvhuAUaNGcdddd9GjRw8uvvhi5s713GwqPz+f22+/nUsvvZQBAwYwaNAg3n777SL7fO6554iMjCQ2NpZRozw3NMrOzuaWW24hNjaW2NhY33ZvvPEGMTExREdH89BDDwGewG3QoAF33303sbGxLF++nBUrVtCrVy+6du3K4MGDycrKOruGFL/7dunbBJmjYedrSlxn3idTSdiQR83rh1RaR09EClNGKiNPp1qf2dux/ksuZB+bLin/s3ofpr9F9xU5HOt/OSEFvnAi57vH3l3H+h/K94ZDkS0v4M+/KvlOfAMGDGD8+PF07NiRfv36kZycTK9evQDYsWMHO3fuJDEx0Rda9957r2/b4cOHc+uttzJ27FjeffddUlJSeP311wuVP2LECGbPnk18fDxdunTxBeZJ48aN4/HHHwcgKiqKlJSUEut69OhRli1bxuTJk8vcDvn5+axcuRKAffv2ce2112JmvPTSSzzzzDM8+eSTRbbZvXs3S5YsYe3atSQlJTFs2DBmz55NZmYm69evZ9euXURERBQZzQWYNGkS33//PTVr1mT/fs+1T48++ihNmjRhzZo1OOfYv38/GRkZPPzww6xcuZL69evTr18/5s2bx6BBgzhw4ABXXXUVzz//PMeOHaNPnz6kpaURHh5OSkoKjzzyCFOnTi1zW4j/ndi0kD3U59IuVxa7/Hj+cY6+NoP8kCA6/f6PlVw7kapJGamMrGoZWa3P7O1amcYJZ7S/vHwfueCc4/tpUwjJh6i7/l+5li1SHdWrV49Vq1YxdepUmjRpQnJyMtOnTwdg5syZJCV5bqF+ww03kJqaWmjbxo0b07BhQ2bMmEFERAR16hS9fXxSUhKzZ88udlQTPFNU0tPTSU9PLzHEvv32W+Li4mjWrBktWrQgNja2zMeZnPzzTSr++9//MmDAAGJiYnj22WdZt25dsdsMHToUMyM2NtY3Uvr555+TlJREUFAQLVu29IX+qaKiohg1ahQpKSm+ayc++OADxowZA3juANawYUOWLVtG3759CQ8PJyQkhBtvvJFPP/0UgJo1a/qmzWzYsIF169bRr18/4uLimDhxIjt27ChzO4j/ncg7TvuDX7L1gssJKWG61KLl/yYx/TB51/SmRuPGlVxDETlJGamMPJ1qfWavQebHbKnRgU4tLizXcld++ykJS34ku0cUtS5uX65li/jb6UYXK1JwcDC9e/emd+/exMTE8NprrzF69GhSU1PZtWuXL2B++OEHtmzZQocOHXzbJicnM2bMGF/4nap58+aEhISwaNEiJk+eXOTi8tI4eT3Cnj176NmzJ2lpaVx77bXceuutfPXVV7Rs2ZL58+eftoy6dev6Xo8ZM4aHHnqIX/7yl3zwwQdMnDix2G0KjrA658pU54ULF7J48WLS0tJ44oknWLNmTZm2B6hdu7bvttDOOWJjYwtd7C/np62rP6IjhwjqVPwjAZxz7Jz2MhcC0Xc8VLmVE6nClJHFU0b6LyOr7Zm9/T/+wCW5m9nbsne5l7126iTqHIOIux8u97JFqqNNmzaxZcsW3/v09HTatm3L5s2bycnJITMzk+3bt7N9+3YefPDBIiOXw4YN47777mPgwJKfZTV+/HiefPLJc754Ojw8nIkTJ/LXv/4VgH/+85+kp6efMcROdeDAAVq1aoVzjtdee61M2/bs2ZM5c+Z4/kO+c6dvhLGg/Px8MjIy6Nu3L5MmTWLPnj0cPnyY/v37+y6Sd86xb98+unXrxscff8zevXvJy8tjxowZxY6ERkZGkpmZyfLlywHIzc0tcbRVqrZ9X/+H4y6Yjj2uLXb5l+sW0nXZPnL6dqVmq1aVXDsRKUgZqYw8nWrb2du6dC5B5gjvUnyQnXW5u9YR+cE29sa1pX5MXLmWLVJd5eTkcMstt/gulF6/fj2PPvooqampRe68NXz48CJBFhYWxv3330/N0zzLqkePHgwdWvyzxMaNG0dcXJzvT25uLitXrvTdnexUQ4cO5fDhw+c0evfoo48ybNgwLrvsMpo1a1ambZOSkmjatCkRERGMHj2a+Ph4322xT8rLy+PGG28kNjaWLl26MHbsWMLCwvjzn/9MVlYW0dHRxMXF8dlnn9G6dWv+8pe/0Lt3b+Li4ujevTtXX311kf2GhoYyZ84c7rnnHmJjY4mPj2fZsmVn3QbiP013LWZTaDQNGoYXu3zT1GcJyYfou/9UyTUTkVMpI5WRp2NlPaXpbwkJCe7kxZnnYtXTQ2ibk06jR7YRVI63QX1j/I10/fdXNHr1bzTroVsqS2DYsGEDERER/q6GlEFOTg716tXjxx9/pFu3bixbtowmTZr4u1qnVdzPmZmtcs4l+KlK553yyMis/26h2asJfNH+bi7/9WNFlm/872oO/eomDnfpyJX/fOec9iUSCJSR55/zLSPPJR+r5TV7x3OP0SFnOZsa9Ca8HDt6Px7cSdt56ezp2IQIdfRExI8GDx7MwYMHOX78OI899liVDjGpWr778m2aAS0vK/7mZav/PoH4Y9BWNyATkfNUdcrIatnZ27TyA6I5TEjEoHItd/G0vxB10BE6/n/LtVwRkbLSTVLkbNX67gN+sGZc2LHopQg792zn4oXryYptRURcoh9qJyJy7qpTRlboNXtmNsjMNpnZVjN7oJjl95jZejNbY2YfmlnbiqzPSQfXzCfXBdPh8l+VW5mHjmbT6M3F7GkdxkUDh5dbuSIiEniqaj4ePpxDp8OryQi/Egsq+l+EJVP/Qv3DcNGdYyujOiIico4qrLNnZsHAFGAwEAmMNLPIU1b7CkhwzsUCc4BJFVWfglrs/pQttWKoe0GjcitzccqTtNh7gvq/vdV3i1UREZFTVeV83PjFe9S2XOrG/LLIsuxD+2j+9hfsuqQRba8s35kxIiJSMSpyGmcisNU5tw3AzGYAQ4D1J1dwzn1cYP0vgVEVWB8Ali95l5wD+8hsHEHWu1PKrdyQN9LY2ySUntffVm5liohIQKqS+Qiw4bNX+fFgA4J+2lEkI/d+8RnRBx0nHrm9MqoiIiLloCI7e62Ago+FzwC6nWb9/wHeK26Bmd0G3AZw4YXn9gD0bXOn0vk/YbRgLbD2nMo61f57R2HleMMXEREJSOWWj1B+GelOnKDV+9tp9lMdmP9ykeUtgKzWdel1TaX0O0VEpBxUiRu0mNkoIAEo+gRCwDk3FZgKnttKn8u++t32GFsvnk34JQlQjrMtQ2rX5dKeJT+MUkTOzYQJE/j3v/9NcHAwQUFBvPzyy3Tr5vn/8Z49e2jRogUvvPACt9/+81mHdu3a0aZNm0IXYsfFxZGXl8c333zDJ598Qp8+ffjHP/7hex5Qeno68fHxPPXUU4wdO5bRo0ezePFi3zN46tSpw9KlSwvVbfv27URERNCpUydyc3NJSEjglVdeISQkpNB6Y8aMYcmSJeTm5vLdd9/RqVMnAB5++GFGjBhR6rZYvXo1u3fvZtAgz1S6uXPnsnXrVsaNG1fqMuT8cKZ8hPLLSDOj6bi7OZSdTYMWFxW7zmWxl+tSBZEqSBn5M2VkYRXZ2csE2hR439r7WSFm1g/4f0Av59yxCqwPAOEduxDesUtF70ZEytEXX3zBvHnzWL16NaGhoezZs4fc3Fzf8tmzZ9O9e3dSU1MLBRlAdnY2O3bsoE2bNmzYsKFI2dHR0cyaNcsXZKmpqXTu3LnQOk899dQZg6Z9+/akp6eTn59P//79mTVrFjfddFOhdaZM8UyL2759O9dccw3p6emlb4QCVq9ezTfffOMLslMfmluV5OfnE6wZD6eqkvmIGZHDfl/huxGR8qWMLEwZWVhF3o1zBdDBzC4ys5rADUBawRXMLB54GbjWObe7AusiIuexnTt3Eh4eTmhoKADh4eG0bNnStzw1NZVnnnmGzMxMMjIyCm2blJTEzJkzfeuNHDmy0PK2bdty9OhRsrKycM6xYMECBg8efNZ1DQ4OJjExkczMIv93P60tW7YwcOBAunbtylVXXcXmzZsBmDFjBtHR0XTu3Jk+ffpw5MgRxo8fT0pKCnFxccyZM4dp06Zx9913AzBq1CjuuusuevTowcUXX8zcuXMBT6DcfvvtXHrppQwYMIBBgwbx9ttvF6nHc889R2RkJLGxsYwa5Zmul52dzS233EJsbCyxsbG+7d544w1iYmKIjo7moYceAiAvL48GDRpw9913Exsby/Lly1mxYgW9evWia9euDB48mKysrLNr3MChfBSRcqOMVEaeToWd2XPO5ZnZHcBCIBh41Tm3zszGAyudc2nAU0A9YLZ3Wsh/nXPXVlSdRKQcvPcA7Crf611pHgODJ5a4eMCAAYwfP56OHTvSr18/kpOT6dXLM6ttx44d7Ny5k8TERF9o3Xvvvb5thw8fzq233srYsWN59913SUlJ4fXXXy9U/ogRI5g9ezbx8fF06dLFF5gnjRs3jscffxyAqKgoUlJSSqzr0aNHWbZsGZMnTy5TE9x2221MmzaN9u3bs2TJEu644w7ef/99HnvsMT755BOaNWvG/v37qV27Nn/605/45ptveP755wGYNm1aobJ2797NkiVLWLt2LUlJSQwbNozZs2eTmZnJ+vXr2bVrFxEREUVGeAEmTZrE999/T82aNdm/fz8Ajz76KE2aNGHNmjU459i/fz8ZGRk8/PDDrFy5kvr169OvXz/mzZvHoEGDOHDgAFdddRXPP/88x44do0+fPqSlpREeHk5KSgqPPPIIU6dOLVP7BBLlo0gAU0YqI6tYRlboNXvOufnA/FM++1OB1/0qcv8iEhjq1avHqlWr+Oyzz/j4449JTk5m4sSJjB49mpkzZ5KUlATADTfcwG9+85tCQda4cWMaNmzIjBkziIiIoE6dOkXKT0pKIjk5mY0bNzJy5Mgi1xuUZorKt99+S1xcHN999x1XX301sbGxpT6+/fv38+WXXzJ8+M/P6MzLywOgZ8+e3HzzzVx//fVcd911pSpv6NChmBmxsbG+0dPPP/+cpKQkgoKCaNmype8/AqeKiopi1KhRDBkyhKFDhwLwwQcf+EYqzYyGDRvy0Ucf0bdvX8LDwwG48cYb+fTTTxk0aBA1a9b0TZvZsGED69ato18/z6/7/Px8WrduXeq2CVTKRxEpL8pIZeTpVIkbtIjIeeQ0o4sVKTg4mN69e9O7d29iYmJ47bXXGD16NKmpqezatcs3kvjDDz+wZcsWOnTo4Ns2OTmZMWPGMH369GLLbt68OSEhISxatIjJkycXCbLSOHk9wp49e+jZsydpaWlce+213HrrrXz11Ve0bNmS+fPnF7utc47w8PBir0/4xz/+wbJly5g3bx5dunThq6++OmNdCo66Ole2+3UsXLiQxYsXk5aWxhNPPMGaNWvKtD1A7dq1fTfxcM4RGxtb6AYAIiIBSxlZLGXkzyo7Iyvymj0RkXKxadMmtmzZ4nufnp5O27Zt2bx5Mzk5OWRmZrJ9+3a2b9/Ogw8+SGpqaqHthw0bxn333cfAgSXfMXf8+PE8+eST53yhdHh4OBMnTuSvf/0rAP/85z9JT08vMcQAGjZsSIsWLXzXDpw4cYKvv/4agG3bttG9e3f+8pe/0LBhQzIzMwkLCyM7O7tM9erZsydz5szBOcfOnTv59NNPi6yTn59PRkYGffv2ZdKkSezZs4fDhw/Tv39/34Xzzjn27dtHt27d+Pjjj9m7dy95eXnMmDGj2JHQyMhIMjMzWb58OQC5ubmsW7euTHUXEZGSKSOVkaejzp6IVHk5OTnccsstvoui169fz6OPPkpqamqRu2wNHz68SJCFhYVx//33U7NmzRL30aNHD9+UjFONGzeOuLg435/c3FxWrlzpuzvZqYYOHcrhw4fLNFI3Y8YMXnrpJTp37kxUVBTz5s0D4I9//CMxMTHExMTQp08foqOj6du3L19//TXx8fHMmTOnVOUnJSXRtGlTIiIiGD16NPHx8b5bZZ+Ul5fHjTfeSGxsLF26dGHs2LGEhYXx5z//maysLKKjo4mLi+Ozzz6jdevW/OUvf6F3797ExcXRvXt3rr766iL7DQ0NZc6cOdxzzz3ExsYSHx/PsmXLSt0uIiJyespIZeTpWFlPX/pbQkKCW7lypb+rIVKtbNiwgYiICH9XQ85RTk4O9erV48cff6Rbt24sW7aMJk2a+LtaPsX9nJnZKudcgp+qdN5RRopUPmVkYKjKGXku+ahr9kREqonBgwdz8OBBjh8/zmOPPVZlQkxERMTfAjUj1dkTEakmdJMUERGR4gVqRuqaPRERERERkQCkzp6IiIiIiEgAUmdPREREREQkAKmzJyIiIiIiEoDU2ROR88KECROIiooiNjaWuLi4Qs+h2bNnDyEhIbz00kuFtmnXrh1XXnlloc/i4uKIjo4G4JNPPsHMmDZtmm95eno6ZsbTTz8NwOjRo7nooot8zw/q0aNHkboNGzaMuLg4LrnkEurXr+9bd+nSpaU+vilTppCSklLq9UVERE5SRkpJdDdOEanyvvjiC+bNm8fq1asJDQ1lz5495Obm+pbPnj2b7t27k5qayu23315o2+zsbHbs2EGbNm3YsGFDkbKjo6OZNWuW7+GvqampdO7cudA6Tz31FCNGjCixfnPnzgU8wfj000/7HvZ6qry8PGrUKP7X7pgxY0os35+cczjnCArS2KCISFWkjPSf8yEjq27NRES8du7cSXh4OKGhoQCEh4fTsmVL3/LU1FSeeeYZMjMzycjIKLRtUlISM2fO9K03cuTIQsvbtm3L0aNHycrKwjnHggULGDx4cLnVvXXr1jzwwAPEx8czd+5cXnrpJS677DI6d+7M9ddfz5EjRwB4+OGHef755wG44ooreOCBB0hMTKRTp06+0c9Dhw4xfPhwIiMjGTFiBAkJCaSnpxfZ57hx44iMjCQ2Npb7778fgF27djFkyBBiY2Pp3Lmzb9R30qRJREdHEx0dzQsvvADA1q1biYyM5KabbiIqKoqdO3fy3nvvcfnll9OlSxeSk5M5dOhQubWRiIicPWWkMvJ0dGZPRMrkyeVPsvGnjeVa5qWNLuX+xPtLXD5gwADGjx9Px44d6devH8nJyfTq1QuAHTt2sHPnThITE32hde+99/q2HT58OLfeeitjx47l3XffJSUlhddff71Q+SNGjGD27NnEx8fTpUsXX2CeNG7cOB5//HEAoqKiyjyVpGnTpnz11VcA7N271zey+sADDzB9+nT+8Ic/FNnGOcfy5ctJS0tj/PjxLFiwgBdeeIHmzZvz5ptv8vXXX9OlS5ci22VlZTF//nzWrVuHmbF//37AMyrav39/7rjjDvLy8jh8+DDLli0jJSWFFStWkJeXR2JiIr1796Z27dps3LiRf/3rXyQkJLB7924mTpzIhx9+SJ06dZgwYQKTJ0/moYceKlM7iIgEOmWkMrKqZaTO7IlIlVevXj1WrVrF1KlTadKkCcnJyUyfPh2AmTNnkpSUBMANN9xAampqoW0bN25Mw4YNmTFjBhEREdSpU6dI+UlJScyePbvYUU3wTFFJT08nPT39rK4ZSE5O9r1es2YNV155JTExMcyYMYN169YVu811110HQNeuXdm+fTsAn3/+OTfccAMAnTt3Jioqqsh2jRo1IigoiN/97nfMnTuXunXrAp7pM7///e8BqFGjBhdccAGff/45w4cPp3bt2oSFhTF06FDfQ2Xbt29PQkICAEuXLmX9+vX06NGDuLg4UlJSfHUSERH/UkZuB5SRJdGZPREpk9ONLlak4OBgevfuTe/evYmJieG1115j9OjRpKamsmvXLl/A/PDDD2zZsoUOHTr4tk1OTmbMmDG+8DtV8+bNCQkJYdGiRUyePLlUF40PHDiQrKwsEhISCl28XpyTYQJw880389577xEdHc20adP48ssvi93m5MhpcHAweXl5Z6zPSSEhIaxcuZJFixYxe/Zs/v73v/P+++8DYGalLqdgnZ1zDBo0qMhor4iIFKaM9FBGVh06syciVd6mTZvYsmWL7316ejpt27Zl8+bN5OTkkJmZyfbt29m+fTsPPvhgkZHLYcOGcd999zFw4MAS9zF+/HiefPJJgoODS1WnhQsXkp6efsYQO9WhQ4do3rw5x48f59///neZtu3ZsyezZs0CYO3ataxfv77IOtnZ2Rw8eJBrrrmG5557zjc1pk+fPr47seXn53Pw4EGuvPJK5s6dy5EjR8jJyeGdd94pcmc2gB49erB48WK2bdvmO4aC/x4iIuI/ykgPZWTxdGZPRKq8nJwc7rzzTvbv30+NGjW45JJLmDp1KlOmTGHYsGGF1h0+fDjJycn86U9/8n0WFhbmuwi7JMXdLvqkgtcjACxfvpyaNWue1bGMHz+eyy67jCZNmpCYmMjRo0dLve2dd97JzTffTGRkpO9P/fr1C61z4MABrrvuOo4dO8aJEyd49tlnAXjxxRf53e9+x8svv0yNGjV4+eWXSUxMZOTIkVx22WUA/OEPfyAmJoatW7cWKrNZs2a88sorJCcn++7w9sQTTxQaGRYREf9QRnooI4tnzjl/16FMEhIS3MqVK/1dDZFqZcOGDURERPi7GtVeXl4eeXl51KpViy1btjBgwAC2bNlS4q2qzzfF/ZyZ2SrnXIKfqnTeUUaKVD5lZNUQyBl5Lvl4/h+9iEg1kZOTwy9+8Qvy8vJwzvlGIEVERKo7ZWTx1AIiIueJBg0asGrVKn9XQ0REpMpRRhZPN2gREREREREJQOrsiYiIiIiIBCB19kRERERERAKQOnsiIiIiIiIBSJ09ETkvTJgwgaioKGJjY4mLi2PZsmW+ZXv27CEkJMT3QNST2rVrV+QBqHFxcURHRwPwySefYGaFHvqanp6OmfH0008DMHr0aC666CLi4uKIi4sr9llDw4YNIy4ujksuuYT69ev71l26dGmZjvGjjz7iyy+/9L2fMmUKKSkpZSpDRESqH2WklER34xSRKu+LL75g3rx5rF69mtDQUPbs2eN7cCnA7Nmz6d69O6mpqdx+++2Fts3OzmbHjh20adOGDRs2FCk7OjqaWbNm8dvf/haA1NRUOnfuXGidp2LZP2cAACAASURBVJ56ihEjRpRYv7lz5wKeYHz66aeZN2/eWR3nRx99RHh4ON27dwdgzJgxZ1VORXPO4ZwjKEjjhSIi/qaMrFqqWkZWjVqIiJzGzp07CQ8PJzQ0FIDw8HBatmzpW56amsozzzxDZmYmGRkZhbZNSkpi5syZvvVGjhxZaHnbtm05evQoWVlZOOdYsGABgwcPLre6r1ixgl69etG1a1cGDx5MVlYWAM899xyRkZHExsYyatQovv32W6ZNm8ZTTz3lG/F8+OGHef755wG44ooreOCBB0hMTKRTp06+EdFDhw4xfPhwIiMjGTFiBAkJCaSnpxepx7hx43z7u//++wHYtWsXQ4YMITY2ls6dO/tGgidNmkR0dDTR0dG88MILAGzdupXIyEhuuukmoqKi2LlzJ++99x6XX345Xbp0ITk5mUOHDpVbu4mISOkoI5WRp6MzeyJSJrueeIJjGzaWa5mhEZfS/KGHSlw+YMAAxo8fT8eOHenXrx/Jycn06tULgB07drBz504SExN9oXXvvff6th0+fDi33norY8eO5d133yUlJYXXX3+9UPkjRoxg9uzZxMfH06VLF19gnjRu3Dgef/xxAKKioko9beTYsWPcddddpKWlER4eTkpKCo888ghTp05l0qRJfP/999SsWZP9+/fToEEDfvvb3xIeHs7dd98NwPz58wuV55xj+fLlpKWlMX78eBYsWMALL7xA8+bNefPNN/n666/p0qVLkXpkZWUxf/581q1bh5mxf/9+wDMq2r9/f+644w7y8vI4fPgwy5YtIyUlhRUrVpCXl0diYiK9e/emdu3abNy4kX/9618kJCSwe/duJk6cyIcffkidOnWYMGECkydP5qHT/DuKiAQ6ZaQysqplpM7siUiVV69ePVatWsXUqVNp0qQJycnJTJ8+HYCZM2eSlJQEwA033EBqamqhbRs3bkzDhg2ZMWMGERER1KlTp0j5SUlJzJ49u9hRTfBMUUlPTyc9Pb1M1wds2LCBdevW0a9fP+Li4pg4cSI7duwAPIE4atQoUlJSCAkJKVV51113HQBdu3Zl+/btAHz++efccMMNAHTu3JmoqKgi2zVq1IigoCB+97vfMXfuXOrWrQt4ptT8/ve/B6BGjRpccMEFfP755wwfPpzatWsTFhbG0KFD+eyzzwBo3749CQkJACxdupT169fTo0cP4uLiSElJ8dVJREQqjzLSQxlZPJ3ZE5EyOd3oYkUKDg6md+/e9O7dm5iYGF577TVGjx5Namoqu3bt8gXMDz/8wJYtW+jQoYNv2+TkZMaMGeMLv1M1b96ckJAQFi1axOTJk0t10fjAgQPJysoiISGh0MXrBTnniI2N9QVBQQsXLmTx4sWkpaXxxBNPsGbNmjPu8+RoanBwMHl5eWdc/6SQkBBWrlzJokWLmD17Nn//+995//33ATCzUpdzMgDBc2yDBg0qMgIsIlKdKSM9lJFVJyN1Zk9EqrxNmzaxZcsW3/v09HTatm3L5s2bycnJITMzk+3bt7N9+3YefPDBIiOXw4YN47777mPgwIEl7mP8+PE8+eSTBAcHl6pOCxcuJD09vcQQA4iMjCQzM5Ply5cDkJuby7p168jPzycjI4O+ffsyadIk9uzZw+HDhwkLCyM7O7tU+z+pZ8+ezJo1C4C1a9eyfv36IutkZ2dz8OBBrrnmGp577jm++uorAPr06eO7O1t+fj4HDx7kyiuvZO7cuRw5coScnBzeeeedIndrA+jRoweLFy9m27ZtgOe6iIL/RiIiUjmUkSVTRqqzJyLngZycHG655RbfxdPr16/n0UcfJTU1lWHDhhVad/jw4UWCLCwsjPvvv5+aNWuWuI8ePXowdOjQYpeNGzfOd6vouLi4Qnc5O53Q0FDmzJnDPffcQ2xsLPHx8Sxbtoy8vDxuvPFGYmNj6dKlC2PHjiUsLIwhQ4Ywa9Ys4uPjS31L6jvvvJPMzEwiIyN57LHHiIyMpH79+oXWOXDgAFdffTWdO3emV69ePPvsswC8+OKLLFy4kJiYGBISEti4cSOJiYmMHDmSyy67jO7du/OHP/yBmJiYIvtt1qwZr7zyCsnJyXTu3JkePXqwefPmUtVZRETKjzKyZMpIMOecX3Z8thISEtzKlSv9XQ2RamXDhg1ERET4uxpSjLy8PPLy8qhVqxZbtmxhwIABbNmyhRo1zr9Z+sX9nJnZKudcgp+qdN5RRopUPmVk1RUoGXku+Xh+HamIiBSSk5PDL37xC/Ly8nDO8fLLL593ISYiIlIRlJHq7ImInNcaNGjAqlWr/F0NERGRKkcZqWv2RKSUzrcp33J+0c+XiJzP9DtMKsq5/mypsyciZ1SrVi327t2rMJMK4Zxj79691KpVy99VEREpM2WkVJTyyEdN4xSRM2rdujUZGRn8+OOP/q6KBKhatWrRunVrf1dDRKTMlJFSkc41H9XZE5EzCgkJ4aKLLvJ3NURERKocZaRUZRU6jdPMBpnZJjPbamYPFLM81MxmepcvM7N2FVkfERGRqkD5KCIilaHCOntmFgxMAQYDkcBIM4s8ZbX/AfY55y4BngOerKj6iIiIVAXKRxERqSwVeWYvEdjqnNvmnMsFZgBDTllnCPCa9/Uc4BdmZhVYJxEREX9TPoqISKWoyGv2WgE7CrzPALqVtI5zLs/MDgCNgT0FVzKz24DbvG9zzGxTKfYffmo54qO2KZ7apWRqm5KpbYpXXu3SthzKqGrKLR9BGVnO1C4lU9uUTG1TPLVLycqjbUqVj+fFDVqcc1OBqWXZxsxWOucSKqhK5zW1TfHULiVT25RMbVM8tUvlUUaWH7VLydQ2JVPbFE/tUrLKbJuKnMaZCbQp8L6197Ni1zGzGkB9YG8F1klERMTflI8iIlIpKrKztwLoYGYXmVlN4AYg7ZR10oBbvK9HAB85PZFSREQCm/JRREQqRYVN4/ReY3AHsBAIBl51zq0zs/HASudcGvAK8LqZbQV+whN45aVMU1qqGbVN8dQuJVPblExtUzy1SwmqQD6C/n1KonYpmdqmZGqb4qldSlZpbWMaKBQREREREQk8FfpQdREREREREfEPdfZEREREREQCUEB29sxskJltMrOtZvaAv+vjT2b2qpntNrNvCnzWyMwWmdkW798N/VlHfzCzNmb2sZmtN7N1ZnaX93O1jVktM1tuZl972+Yx7+cXmdky7/dqpvfGEtWOmQWb2VdmNs/7Xu0CmNl2M1trZulmttL7WbX/PlU1ysefKR+Lp3wsmfLx9JSPxfN3PgZcZ8/MgoEpwGAgEhhpZpH+rZVfTQcGnfLZA8CHzrkOwIfe99VNHnCvcy4S6A6M8f6cqG3gGNDXOdcZiAMGmVl34EngOefcJcA+4H/8WEd/ugvYUOC92uVnfZxzcQWeHaTvUxWifCxiOsrH4igfS6Z8PD3lY8n8lo8B19kDEoGtzrltzrlcYAYwxM918hvn3Kd47uRW0BDgNe/r14ChlVqpKsA5t9M5t9r7OhvPL6dWqG1wHjnetyHePw7oC8zxfl4t28bMWgNXA9O87w21y+lU++9TFaN8LED5WDzlY8mUjyVTPpZZpX2fArGz1wrYUeB9hvcz+Vkz59xO7+tdQDN/VsbfzKwdEA8sQ20D+KZipAO7gUXAt8B+51yed5Xq+r16HrgPOOF93xi1y0kOeN/MVpnZbd7P9H2qWpSPZ6af2QKUj0UpH0ukfCyZX/Oxwp6zJ+cH55wzs2r7/A0zqwe8CdztnDvoGYjyqM5t45zLB+LMrAEwF7jUz1XyOzO7BtjtnFtlZr39XZ8q6ArnXKaZNQUWmdnGggur8/dJzk/V/WdW+Vg85WNRyscz8ms+BuKZvUygTYH3rb2fyc+yzKwFgPfv3X6uj1+YWQieIEtxzr3l/VhtU4Bzbj/wMXA50MDMTg4QVcfvVU/gWjPbjmf6W19gMmoXAJxzmd6/d+P5D1Ai+j5VNcrHM9PPLMrH0lA+FqJ8PA1/52MgdvZWAB28dwCqCdwApPm5TlVNGnCL9/UtwDt+rItfeOeSvwJscM49W2CR2sasiXfEEjOrDfTHc83Gx8AI72rVrm2ccw8651o759rh+b3ykXPuJqp5uwCYWV0zCzv5GhgAfIO+T1WN8vHMqv3PrPKxZMrH4ikfS1YV8tGcC7yz8Gb2Szxzh4OBV51zE/xcJb8xs1SgNxAOZAF/Bt4GZgEXAt8DSc65Uy9SD2hmdgXwGbCWn+eXP4TnuoTq3jaxeC4WDsYzIDTLOTfezC7GM2LXCPgKGOWcO+a/mvqPd5rKWOfcNWoX8LbBXO/bGsC/nXMTzKwx1fz7VNUoH3+mfCye8rFkysczUz4WVhXyMSA7eyIiIiIiItVdIE7jFBERERERqfbU2RMREREREQlA6uyJiIiIiIgEIHX2REREREREApA6eyIiIiIiIgFInT0REREREZEApM6eyFkws9Fm1rLA+2lmFlkO5bYzsxvPtRwRERF/UD6KVC3q7ImcndGAL8ycc791zq0vh3LbAWUKMzOrUQ77FRERKQ+jUT6KVBnq7IkUYGajzGy5maWb2ctmFmxm083sGzNba2Z/NLMRQAKQ4l2vtpl9YmYJ3jJyzOwpM1tnZh+YWaJ3+TYzu9a7Tjsz+8zMVnv/9PBWYSJwpbfcP5pZLTP7p3ffX5lZH+/2o80szcw+Aj40sxZm9ql3u2/M7MrTHGOOmU0ws6/N7Esza+b9fLr32Hzref/ubWaLzewd7zFMNLObvO201szaV8A/hYiIVCHKR+WjnJ/U2RPxMrMIIBno6ZyLA/KBh4FWzrlo51wM8E/n3BxgJXCTcy7OOXfklKLqAh8556KAbOBxoD8wDBjvXWc30N8518W7z//zfv4A8Jm33OeAMYDz7nsk8JqZ1fKu2wUY4ZzrhWe0c6G33p2B9NMcal3gS+dcZ+BT4HelaJ7OwO1ABPBroKNzLhGYBtxZiu1FROQ8pXw8LeWjVGk6vS3ys18AXYEVZgZQG1gAXGxmLwD/Ad4vRTm53u0A1gLHnHPHzWwtnmkoACHAi2Z2MjQ7llDWFcALAM65jWb2fYF1FznnfvK+XgG8amYhwNvOudOFWS4wz/t6FZ6gPZMVzrmdAGb2LT+3w1qgTym2FxGR85fysWTKR6nSdGZP5GcGvOYdNYxzznVyzt2FZ9TuEzwjd9NKUc5x55zzvj4BHANwzp3g5wGWPwJZ3rITgJpnUd9DJ1845z4FrgIygelmdnMp65dfoE55eH8nmFnQKXU6VuD1iQLvCx6TiIgEJuWj8lHOU+rsifzsQ2CEmTUFMLNGZtYWCHLOvYlnykoX77rZQNg57Ks+sNMbcL8Ggkso9zPgJm99OgIXAptOLcxbzyzn3D/wBG6XU9cphe14Rm4BrsUzuioiIqJ8VD7KeUojDiJezrn1ZvYw8L535O44cA8w1/se4EHv39OBl8zsCHD5Wezub8Cb3hHGBfw8CrkGyDezr737+Bvwd+8UlzxgtHPumHcaTUG9gXFmdhzIAU43clmSfwDvePddsE4iIlKNKR+Vj3L+sp/PVouIiIiIiEig0DROERERERGRAKRpnCIBysyWAaGnfPxr59xaf9RHRESkKlA+SnWiaZwiIiIiIiIBSNM4JaCZ2XYz6+eH/eaY2cWVvV8REZHSUD6KVA/q7IlUAOdcPefcNn/Xo6BzDXYzCzWzV83soJntMrN7TrPuaDPL94b6yT+9z3bfIiISGJSPFmpmz5nZD2a2z8z+5n3gu0iF0DV7ImVkZsHOuXx/16MgM6vhnMur4N08CnQA2gLNgY/NbL1zbkEJ63/hnLuiguskIiJVhPKxVPn4AJ6HxUfjeYbgu3ieU/jnCq6jVFM6syfVgpkFmdkDZvatme01s1lm1qjA8tne0bgDZvapmUUVWDbdzP5uZvPN7BDQx/vZFDP7j5llm9kyM2tfYBtnZpcU2P506w4ws03eff/NzBab2W/PcDyjzWyJd3RwL/CombU3s4+8x7fHzFLMrIF3/dfxPHD2Xe9Ztvu8n3c3s6Vmtt/Mvj7D2bdbgL845/Y55zbgee7Q6NL+G4iISNWjfKz0fPwV8H/OuZ+ccz8C/wf85nTHJHIu1NmT6uJOYCjQC2gJ7AOmFFj+Hp5RuabAaiDllO1vBCYAYcDn3s9uAB4DGgJbvctLUuy6ZhYOzMHzMNrGwCagRymPqRuwDWjmLc+Av3qPLwJog2e0Eefcr4H/Ar/yTqGZZGatgP8AjwONgLF4HmTbxFu3B8xsnvd1Q6AF8HWB/X8NRFGyeG+objazR8xMMwlERKoe5WPl56Od8rq1mdUv5bGJlIk6e1Jd3A78P+dchnPuGJ5f8iNOdkCcc68657ILLOt8yi/ed5xzS5xzJ5xzR72fzXXOLfdOD0kB4k6z/5LW/SWwzjn3lnfZ/wG7SnlMPzjnXnDO5TnnjjjntjrnFjnnjnlHC5/FE94lGQXMd87N9x7XImClt0445yY6567xrlvP+/eBAtsfwBPuxfkUzxSVpsBwYCQwrpTHJSIilUf5WFRF5uMC4C4za2JmzYH/9X5ep5THJlIm6uxJddEWmOudjrEf2ADkA83MLNjMJnqnsBwEtnu3CS+w/Y5iyiwYOof5+Rd+cUpat2XBsp3nWSgZpTieInUys2ZmNsPMMr3H8QaFj+FUbYHrT7aJt12uwDNCeaoc798XFPjsAiC7uIKdc9ucc995Q3ItMB4YUbrDEhGRSqR8LKrC8hHPmcavgHRgKfA2cBzIOsMxiZwVdfakutgBDHbONSjwp5ZzLhPPFJQhQD+gPtDOu03BaRYV9UDKnUDrk2/MzAq+P4NT6/SE97MY59wFeEYmT3cMO4DXT2mTus65iUV25Nw+b107F/i4M7CuDHW1M64lIiKVTflYifnoPdN4h3OulXPuYmAvsMo5d6KUxyZSJursSXXxEjDBzNoCeKdPDPEuCwOO4fmFWwdPKFSW/wAxZjbUO2VmDJ47eZ2NMDwjjAe81xucOm0yCyj4bKM3gF+Z2UDv6G0tM+ttZiWF6b+Ah82soZldCvwOmF7cimY22MyaeV9fCjwCvHOWxyUiIhVH+Vi5+djKzFqaR3c8+ag7cUqFUWdPqovJQBrwvpllA1/iuYAbPL+kvwcygfXeZZXCObcHuB6YhCdMI/FcF3DsLIp7DOiC51qB/wBvnbL8r3jCaL+ZjXXO7cAzYvsQ8COekcxxeH8vmNlDZvZege3/DHyLp60WA0+dvK20mV3ovYvZhd51fwGsMc/d2eZ761KZ/0kQEZHSUT5Wbj62xzN98xDwGvCAc+79szgmkVIxzxRoEakKzCwIzzUJNznnPvZ3fURERKoC5aPI2dGZPRE/804TaWBmoXhGEY1KHD0VERGpipSPIueuwjp7Zvaqme02s29KWG5m9n9mttXM1phZl4qqi0gVdzme6R978Dxsdahz7oiZveSd+nHqn5f8W10ROVfKSJFSUT6KnKMKm8ZpZlfhuRj2X8656GKW/xLPgzx/iWdu+GTnXLdT1xMREQk0ykgREakMFXZmzzn3KfDTaVYZgifknHPuS6CBmRX3/BIREZGAoowUEZHKUMOP+25F4YdeZng/23nqimZ2G3AbQN26dbteeumllVJBERHxr1WrVu1xzjXxdz38QBkpIiIlKm0++rOzV2rOuanAVICEhAS3cuVKP9dIREQqg5l97+86VHXKSBGR6qe0+ejPu3FmAm0KvG/t/UxERKS6U0aKiMg582dnLw242XvHse7AAedckekpIiIi1ZAyUkREzlmFTeM0s1SgNxBuZhnAn4EQAOfcS8B8PHcZ2wocBm6tqLqIiIhUJcpIERGpDBXW2XPOjTzDcgeMqaj9i4iIVFXKSBERqQz+nMYpIiIiIiIiFUSdPRERERERkQCkzp6IiIiIiEgAUmdPREREREQkAKmzJyIiIiIiEoDU2RMREREREQlA6uyJiIiIiIgEIHX2REREREREApA6eyIiIiIiIgFInT0REREREZEApM6eiIiIiIhIAFJnT0REREREJACpsyciIiIiIhKA1NkTEREREREJQOrsiYiIiIiIBCB19kRERERERAKQOnsiIiIiIiIBSJ09ERERERGRAKTOnoiIiIiISABSZ09ERERERCQAqbMnIiIiIiISgNTZExERERERCUDq7ImIiIiIiAQgdfZEREREREQCkDp7IiIiIiIiAUidPRERERERkQCkzp6IiIiIiEgAUmdPREREREQkAKmzJyIiIiIiEoDU2RMREREREQlA6uyJiIiIiIgEIHX2REREREREApA6eyIiIiIiIgFInT0REREREZEApM6eiIiIiIhIAFJnT0REREREJACpsyciIiIiIhKA1NkTEREREREJQOrsiYiIiIiIBCB19kREpFzl7dtH9ief+LsaIiIi1V6FdvbMbJCZbTKzrWb2QDHLLzSzj83sKzNbY2a/rMj6iIgEqj1T/8FPr7+Bc84v+3cnTpCzZAmZ99zD1qt6kXHn/5J/4IBf6nI+UD6KiJTefw/+l8mrJ3P7otuZt20eeSfy/F2l80aNiirYzIKBKUB/IANYYWZpzrn1BVZ7GJjlnPu7mUUC84F2FVUnEZFAtG/GTH589lkAjmdm0vT++zCzStn38Z072T93LgfefIvjmZkE169Pg5E30GD4CILr16+UOpxvlI8iImd2LP8YH3z/AW9teYvlu5YTZEE0rdOUBz97kBdWv8AtUbcwrMMwateoXSH7/yHnB/7+9d/pd2E/erXpVSH7qAwV1tkDEoGtzrltAGY2AxgCFAwzB1zgfV0f+KEC6yMiEnAOr17NrgkTqHvVldS8sC0/TZ9OfvZBWowfjwUHV9h+j27azO5nnubQ50vgxAnq9ricJvf8kTp9+/BN9iY+2ruSG+lYYfs/zykfRURKsOmnTby15S3mbZvHwdyDtK7Xmv+N/1+ubX8tTeo04dOMT5m2dhp/Xf5XXvr6JW6KuIkbLr2B+qHlN8C4JHMJ9392PweOHeDtrW/Tq3Uv7k+8nzZhbcptH5WlIjt7rYAdBd5nAN1OWedR4H0zuxOoC/QrriAzuw24DeDCCy8s94qKiJyPjmdlkfG/dxHSsgWtnn6aoLAwgi+4gD1/+xsnsnNo+fRTBNWsWe77dcePk3nPPeT/9BPht/+e2kOuYXVwBh/99yM+TpvET0d/omZQTa5tfy31av7/7N11dFRHG8Dh3+5mN7ZxdwgeHIIGtwJFimuhSIGWFmnR4qW4u1uxAkWKtFiQ4u5OEkgCcd/Y2v3+SIt8WAIJtGWec+7hdO/cO3Mv7U7fnZl31Lle/39ArvWPIPpIQRD+O5ZfW86ci3NQypXU86lHq0KtqOBaAbns6cqzWl61qOlZk4vRF1lxbQXzL89n5fWVtCvSjm/LfotSoXzr+o2SkaVXl7Lw8kIK2hVkTcM1HAs/xqIri/hsx2f0KNmD7iW6Y2ZilhuP+17kZbCXHR2A1ZIkzZDJZFWAtTKZrIQkScZnC0mStBRYCuDv7/9hFqQIgiD8gxgzMwn/th9SWhpeq1aSZiZDacjEqd+3KGysiZo0mfCvUvGcNxe5hUWu1p2wYQPaoCAixnRjsdsDjh9vT7o+HUulJdU9qlPHuw7VPKqJQO/dZKt/BNFHCoLw33Dq8SnmXpxLA58GjKo8Clsz2+fO66KiyLh1C5WHB0ofH8q7lKe8S3nuxN9h5fWVrLqxijR9GiMrj3yr+pMyk/jh+A/8Gf4nTXybMKryKCyUFhSwLUCj/I2YcWEGi64sYmfQToZWGEotr1pPlkzEpsdyPfY612KvcSP2BvcS71HDswYDyg3I1RHHt5GXwd4j4NmxTs+/PntWD6AhgCRJp2QymRngCETnYbsEQRD+1SRJInLsODKuXsVj3lx0Pm603tkKtUrN+sbrse/aFbnaiohRowjt3gOvJYtzbf2cPi6OmHnzCS3uyKDMn3GKdqapb1Nqe9emomtFVIrcH0n8DxL9oyAIwjMiUyMZ+udQfG18GR8wHgulBZIkoQ0KIuVgICmBgWRcu/b0ArkcpacnpvnzY+vryzBffwqYy5h3ZxOlnErRrECzHNV/O/42Aw8PJDItkh8q/UD7Iu2fW/vuYunC1BpTaVO4DRPPTKTf4X5Uda+KhYkF12KvEZUWldUsmZyCtgWpIvny+41tHAo9xJAKQ2icv/F7W0v///Iy2DsHFJLJZPnJ6sTaAx3/r0woUBdYLZPJigFmQEwetkkQBOFfL2H9BpK2b8fx66+wrl+fcafGEZkWiTHVyNRzUxldZTS2rVoit1Lz+PtBPOzSFe/lyzBxcnrnuqNnzcKQnsaMgHT6lv2GXqV6PTe9RsgW0T8KgvCvkKpLRW/U5+nolM6gY9DRQWQaMplRawZcu03UwUBSAg+iexgKgFnpUjgNHIhF+XLoIqPQBgeTGRKMNjiE1FOnkLRaqgNSE29+VPxIIdtCFHMolq36dwbt5MdTP2JjasPqhqsp7VT6lWUruFZgc9PNbLy1kaXXlmKjsqGcSzlKOJSghGMJitoXxXjmEmG9e9PJVMXFUgaWBQ9lR7ntjKoyGm/r9z/VXpaXabr/ShU9G1AAKyVJmiCTyX4EzkuStPOvDGPLADVZi9GHSJK0/3X39Pf3l86fP59nbRYEQfgnSz17ltDuPVBXq4bnwgWcjjxDrwO96FaiG0iw6sYqpteczif5Pskqf/IkYd98i8LWBs85czEvWeKt606/dp0HbdsSGGDJoWZebGqyCaX87ddGZIdMJrsgSZJ/nlbyAeRF/wiijxQEIXek6dJYd2sdq2+sxlJpydZmW7FWWb/5wrcw5ewU1t1ax/RqUym5/BhJ27eDUoll5cpY1a2DunYdlC7Or7xeMhjQRUQQM3sOybt3s6OBFUdr2rOpyabXBqk6o45p56ax8fZGBBlNHgAAIABJREFUKrpWZGqNqTiYOwBg1GpJO3OG9KtXsWneHJWnZ7aeJePuXR526IjS0xMzPz+S9+5FSk8n3FnO4dIKCrTrzudVvs6VWTDZ7R/zNNjLC6IjEwThY6V7/JiQ1m1Q2NiQb/MmMszktPitBaYKU35t9itymZwv9n5BcGIwm5tufpI1LP36DcL7fYshJhaXUSOxbdMmx9NJJKORhx07kRByh949tCz9bB1lnMvkxWM+578a7OUV0UcKgvAuMg2ZbLq9iRXXVxCfEU8VtyqcjTzLp76fMqHahFyvb++DvQw+OpjORTrx+c4UkrZtw6F3bxy+7IlCnbN135Jez+MhQ0n+/XfW1zUhtkUAC+osQCF/MTN1fEY83x/5nvNR5+nq15UB5QcgS01Hc/RPUgIPkvrnMYypqQCYODnhtWI5ZoVfn2FaHxNDSLt2oNOTb8tmlK6uGDQakvf8TszmjRhu3EangJvF1RTuOYByDTrl6Pn+X3b7RzH3RhAE4V/AoNEQ9s03SFotngsWoLCyYub5mUSmRjI+YDymClOUciVTa0xFJpMx+OhgdAYdAOYlipN/61YsKlYkcvQYIkaMxJiRkaP6k3ftIv3yZVZV1/FpyTbvJdATBEEQ3g+dUcfmO5tpvK0x085Po5BdIdY1XsfSBkvpUbIHO4N2cjj0cK7WGZwUzJgTYyjtUIrOu7ICPce+fXEeOCDHgR6AzMQE96lTsGrUkE6Bemy3Z2XR/H83427Sfnd7rsVeY3L5MfQI8uTxl324WzWAx4MGkXbuPNaNG+O1ZDH5tv4KwMPPu5B+5cor6zampxP2dV8MCYl4LlqE0tUVAIVajV27thTeup38v+1A16wOBe+lEX08MMfP97bEyJ4gCP8JksFA+tWrmDg4oPTwyNM95t43Y2YmYb16k3bhAl4LF6CuUYPTEaf5cv+XdPXryqAKg54rf/DhQQYeGUgXvy4MrjD4yeeSwUDsggXELlyEqV8xPOfMQeX15j2DDJpUgho1ItQ8lZ+6WfJby13vLbuYGNnLGdFHCoKQE5Ik8XvI78y/NJ9wTTilnUrTr2w/KrpVxJCcjDYkBMnWms+vDCIuPY4dzXe8kCXzbaTp0ui4pyMJaXGsvFEF7dZdOHzVB6d+/d45kYmk0/Ho+0Gk7N/PqnpyGg9dQC2vWgDsDt7N2JNj8dJbMyGiKortBzAmJ6PKlw+renVR162LeenSyORPx8O04eGEduuOPi4OrwXzsaxS5fn6jEYe9R9AysGDeC6Yj1WdOq9tX6omAROjDFPrd3uPYhqnIAgfDclo5PHQYSTv2gWATKVC5eODytcXZf58XLdM4KhFGP1aTsXR3PHDNjaHJIOBRwMGknLgAO7TpmLTtCmpulRa/tYSlULFlqZbXrrfz4TTE/jlzi/MrzOfml41nzuXcuQIj4cMBcBj2lTUNWu+cP2zomfMIG7Zcn7ooqBH+8k08W2Sew/4BiLYyxnRRwqCkF1XY64y5dwU7oVfoU6SJ61MK+EZJ0MbEkJmSDCGmFgAFHZ2GDbOoeOfvaifrz5Ta0x9p3olSWLYsWH8Efw7P9+sjunOwzj06oXTwAG5lrFS0ukIHTCAtMBDrGtkTo+xv7Lt7jb+OLGa7tcdKHcuEbQ6rOrXx6FnD8xLlXrt/XTR0YT16In2wQPcZ87Aun79J+eipk0jfsVKXIYPw75r11xpf3aIYE8QhI+CJElETZxEwtq1OPTsgSp/fjKDszJ0Jd29gexxNPK/vuauDm1Ku27v1km9T5IkETl6NIlbfsXlh+HYd+kCwE+nf2Lznc2sabSGss5lX3ptpiGTzr93JiI1gl+b/oqrpetz57VhYYT360/mrVvYdmiPTZMmmJcp88KIqPbBA4KaNuO4n4wzPSqwrP6y95o+WgR7OSP6SEEQ3iQyNZI5F+ewO3g3fqm2jNioRxmTCIDcxgZTX19Uvvkx9fVFYWNDxJix2LZuzW8tXVlweQEza82kvk/9N9TycpIksezaMuZdnMusSyXw2HcFh549cPr++1zvWyStlvvffoX+6Em2VjfBJc5AwK2s6Z62nzXHvlt3TH3zZ/t+hsREQnv3JuPaddwmTMC2xWckbNpM5Jgx2HXsiMuokf/I/lEEe4Ig/KvFLlpEzJy52HX5HJfhw5HJZNyMu8nMCzM5E3EGHzMPBrq0x2z0XHRGHdUCz2Fi+uJI2D9R9MxZxC1dikOf3jgPGADA2Yiz9Njfg87FOjO04tDXXv8g6QFtd7elmH0xVnyyAhP587vtGDMyiJo0mcRt20CnQ2Fvj7p2Lazq1sOyahXkZmaE9fmK+NPHGdDbhFUdt5PPJl9ePe5LiWAvZ0QfKQjCq6Tr01l9YzWrrq/CYDTQ17IxAdMPIQPcJk7AvFQpFHZ2LwQsUZMmE//zz3huWEvPR1OJ0ESwvfn2J5krs8soGZl+fjprb/zM2LPe+B0Kwb5bN5yHDM6zIEnSarnauwuqU1cwmJvi1LET9l26vja75+sYU1MJ++Yb0k6dxrZtWxK3bsUyoCpeCxciM8nLHe1eJII9QRD+8xJ++YXIseOwbtYU98mTeZwWwbxL89gTvAdbU1v6lO5D28JtUSqU/PnLDJzGLif124749x31oZv+RnGrVhM9ZQq27drhOnYMMpmMNF0aLXe2RC6Ts7XZVsxNzN94n93Buxl+bDj1ferTOH9jKrhWeGG9nUGjIfXYMVIOBqL580+MKSnIzM0xL1OatFOnWVtHjlevb/iqzFd59bivJIK9nBF9pCAI/89gNPDHgz+Yc3EOkamR1PepTz+TBmQOHI1crcZ7xYrXjnAZNKkEf/opCnt7DEsn0W5vB2p61mRmrZmvDdIkSUIfGUlmcDDpQfc5fmoT2pAHFEo0wzwxHfuuXXAeNizPR8OMWi2aw0ewrFIZhfW7bx9h1Gp5/P33pBw4iGmRIvisX49CbZkLLc0ZEewJgvCflrx3L48Gfodljep4zZ/PkYjjfH/0exQyBZ/7fU63Et2wUlk9Ka/Va9nTxJ98MVDq8PFc+cLPK4k7dhAxbDhWn3yCx8wZyBQKJEli3KlxbLu3jVUNV1HepXy27zf7wmw23N5Auj4dGTKKORSjkmslKrlVoqxzWSyUFk/KSlotqefOoQkMJDkwkDASmPeNN5tbbsuVfYFySgR7OSP6SEEQ/iZJEodCDzH/8nzuJ96nmH0xhlQYQtF76YR/2w+lqyveK1egdHd/472S9+7j0YABuPwwnB3l9My6MIvJ1Sfzqe+nL603dtEi4pavQEpLe/J5qikYvF3xLF4Zi/LlsG3d+r1Oe8xNkl5P0m+/oa5RAxMnpw/SBhHsCYLwn5V68iShvftgXqIE3itX8CAzgg57OpDfJj9zas/BxdLlpdct3TKMgFG/oe7aEZ/hbx7d0z1+TNSUqTj175+jef3vIuXQYcK//RaLihXwWrIEuUpFhj6DUSdGsffBXroV78Z3/t/l+L46g45rsdc4E3GGM5FnuBJzBb1Rj4ncBE/1yzeLzdCnE5kayYpPVlLRreK7PtpbEcFezog+UhAESZI4+fgk8y7N40bcDfJZ56Nvmb40yNcAzd59PBoyFNOCBfFevgwTh+xNxZQkibBevUm/eJF8e3bR/eIgHiQ9YEfzHThZPB/sxMydR+zChajr1EFepTzz47dzQvmQ/nVH06pI67x45I+SCPYEQfhPSr92jYddv0Dl4YHPurWkmcvpuKcjydpkNjXZ9EIikmcFJwWzr2cTatySU2jvXlSeLw9yIGtq48OOnci8exebFi1wnzQxLx7nufpi5swlYf16zPz88F69GoXakui0aPod6sfNuJv0K9ePHiV65MovoWm6NC5FX+JM5BkiNBGvLFfepTzti7Z/5/relgj2ckb0kYLwcbsQdYG5F+dyMfoi7pbu9Cndh6YFmmIiNyFh82Yix4zFvFw5vBYtzPEMF+3DhwQ3bYZVvbpox3xLm11t8LH2oZZXLYrYFaGwXWEs1u4mbv4CbFq1hKFf0zuwD481j5lacyp1vevm0VN/nLLbP77flYSCIPwjpQQGIhmNz6US/ifShoYS9mUvTOzs8Fq+HJm1FcMP9SM8JZzlnyx/baAH4Gvjy/WWpak68QrRM2biOWvmS8tJej2PBn5HZnAw5mXKkPzHH7gMH5YnUz8lSSLlwAGiJkxEHx2NXYf2OA0ciEJtyY3YG/Q71I8UXQqza8+mjvfr9+7JCQulBQEeAQR4BOTaPQVBEIQPQ5Ikfjj+A7uDd+No7sgPlX6gVaFWKOVKMm/fJm7HDuLX/Ixljep4zpmD3PzNa77/n8rHB4fevYidNx+vVq0YHzCeJVeWsOLaCgySgRYnjHT408gVf3tuNzLh2L4upOvSWVJ/Cf6u4je7D0UEe4LwkdPHxvJ48BAkwKJ8eUzs7T90k14paspUJJ0O7xXLUbo4M//SfI6GH2VEpRHZXsP2ScUO7Kx4hdZ//EF61y6Ylynz3HlJkoicMIHUY8ewGTOcjcbTNL6cQdJvO7H/vHOuPo/u0SMix/+E5sgRTIsWxXPuHMxLlwZg74O9jDo+CjszO9Y2WksR+yK5WrcgCILw3/HLnV/YHbybbiW60af4l0iXbxI/eTqawEB0jx+DTIZNixa4jRuLTPX2668dvvyS5J27iPzxRz7ZuZNG+RuRacgkaN40ZH+uJyygAAdbO3M7PBC1Us3ChgtF//WBiWBPED5ysYsWY8zMBEkibtlyXIYO+dBNeqm0i5fQBAbi1L8fqnz5OPjwIEuuLqFFwRa0K9Iu2/ep71OfWdUn0fh6OlGTp+CzccNz0yLj16whceMv2PfowRS3yxx4eIwq+R0w3bwJu86dcmUKpaTTEf/zz8TMXwCA85Ah2Hf5HJmJCZIksfjKYhZeWUhZ57LMqjUrx+mtBUEQhI9HcGIwM87PoF2qH+02RRF2tD7GpCRkpqZYBgTg2Pdr1LVqZXt93uvIVSpcx4wmtHsP4pYvx6lvXzSr1iJbvB7rpk2pP3kSDf5KKgb8axOw/JeIYE8QPmLasDASNm/GtnVrpIwMEjZswP6LL956/5lccXsP/DkdfGtB0SbgXhZJJiN65gwUjo7Yd+1KUGIQI46PoKRjSUZUHpGjzsTcxJy6RRqzIeBXev5+mZR187Cu7Aee5Uk5cYHoKVOxatCAk83yc+D0GuxM7dhVIp0uu+6TfukSFuXKvfWjGRITSdq1m4RffkEbFIS6dm1cR45A6eEBQFx6HD+d/omDoQdpVqAZY6qM+SAZMAVBEIR/B51Bx/CjQ+lwxEjj41dJtXmIVa1aqOvVRR0QgNzC4s03ySHLqlWxbtyYuCVLMaZoiF+9GuvGjXGfNBGZQgGIIO+fRAR7gvARi5kzF5lCgePXXyNlZpC0Zw9xS5bgOvoD7UOXEgk7vkaSK5CdmAPHZ4KVGxpDedLPX8Rl5A9oTPT039cfcxNzZpXsi+mdfRB7F2LvQVIYSMaX39uoh/QESIunlUFDu5IudDptIHr2PNSNo8lMMuXRYUfM8juj79+KSacHUcm1El2Kd+G7lK/pbGFG4qZNWPgVgLBzEHoKIq+CZwUo0xFsXp7sRTIaSTt7lsQtv5Jy4ACSVotZ8eJ4zJuLVb16yGQyjJKR7fe2M/PCTNL0aQzyH0QXvy6isxQEQfiHi9BE4Grp+sG+r5cfm0nLRTco9UDCtk1rXEaORG5qmuf1Og8diuboUeJXr8aqUUPcp05575uKC9kj/lYE4SOVcesWybt349Cr15ORPNsWLUjYsgWHHt2fjDa9N5KEbse3SJlpNMyYSKbKnibm16irPYv9jnMo1RJmwcPot3YOjxSZrIyMweVW46fXW3uArQ8olC+/v4lpVkBm4UAxCweKRR/klyZauv0cR4zuc5JOn8DELBPXUlfoFtgTpcqMnxTuOBpUWFlYcbOYlpK7d+IiX4rC1AgyBdj7wr39cGQSFKgL5bpA4YZgokIXFU3S9m0kbt2GLiwMubU1tk3qYVveGTPTKCigApmM+wn3+fH0j1yKvkR5l/KMrjIaXxvf9/POBUEQhLe2+vpqZlyYwegqo2lTuM17r//ykS2UHLwa23Q5bhPGY9uq1XurW+nijNvkSaRfvozzgAEi0PsHE38zgvCRip45C7mNDQ49ezD57GSSMpMY07svSTt2ELt4MW7jx7/X9jw4tIx8Qfv5Sf851SpXQS6T8TApH3vPWtImKYTdFQOIMQvmjEkMn0Vbc1FbkfNOhbDy8MOrUEmK5/fA1iL7Ux5b3SnI+IzxNC9VHHYEgqUan01bWBK5jhtBW5lpsMH1+Fw4PoemdrasL6Vm0gVIMmmGfZfu4OkPKkuID4HL6+HSetj8OVg4kunSmAezj2NMz8CiqDtOLbyxUt9FrlsO1wC5koxLP7OkYltWR51CrVIzPmA8zQs0//eO5hl0kPAga4Q19i5ooqDhpA/dKkEQhDyx4toKZl+cjYnMhA23NtC60PvbIFySJCLXrkYxZSpYK/BYvwbb0tlLUpabrOvX/8dn8RZEsCcIH6XU02dIPXYM58GDiTPJ4JfbGzFIRrytvGnRrh0JGzfi0LMnKh+fPG+LwSixbt8JWp4ezWWFH42/HEc5n6xF5EatluBVQ1D4+fHdyiW029MRL501+avM5NqjZK6EJxJ8OhVO3wRu4uNgQTFXa4q5WVPMzYpibtZ42pk/6YAlSeJWRAqH70Rz6I4jkqmS0cWUDHjowbYKn9EoI5zlQdtoWagl9auOA000PDxBM5WKVSeHoSnkiupiHHY/1njaqdvnhzojodZwuB+I8ewqHs3/A5lRjm+jOExtHoN9AfBuDN6VkbwqcyzlPpP+HE545DGa2xbn+08WYWdml+fvOlfF3IUrG54Gd/HBWVNl/6Z2hbpjQGn24dooCIKQDWEpYYw6MYq2hdvSKH+jNwZty64uY+6luTTO35jyLuUZf3o8l6IvUc7l7dd0Z5cxPZ2IMWNI3rmLqwVk+M1ZhF3B9x/oCf8eItgThI+MJElEz5yJiasrdp07sezyXAySkYC0dBZdXohnlYEU2mJC7MKFuE+ZkqdtiUrOYOAvl+gTNgyViUSBL9dg5fY0W1jixo3oHj/GdfyP3E++z53EmwyrOIxOxZ5Oc0xK13H9URJXwhO5/iiJWxEp7LsZyV+JwLAyNaGomxUu1macexBPVHImAH5u1hS0DyC80Bncuv/G7Y3nOXd6FM5qd4ZWGJp1sdoZiregIFD8zloOlImhxZYg0i9cwML///YMkiugcANitl8mM/EyngM/w7RGVfCqBGpnDEYDh8IOseLMKG7E3SCftTcrUiUqXvoDHH+GgP55+apzV+gZ2NAGtGngUAAcC2cl03Es/NdREMxsPnQrBUH4F9NoNUSnRROdHp31519HTFoMSoWSnwJ+yrUEVquvr+ZC1AUuRF3g95DfGVl55Cv3bV10ZRELLy+kqW9TxgeMJ9OQyewLs9l0Z1OeB3v6hATCevQk/dYtNleXY9+7F2ULVs/TOoV/PxHsCcJHJmX/ATKuXsVtwk+gNGHLjfX4azMJSAogSnGGKQ9nMKywJ747d6Ft24V85Yu/VT2GlBQMiYmovLxeej7wVhSDtlyhuX4fNRTXkBrNwNSt8NPrNRpiFy/Bokpl1AEBbDszCZVcRRPfJs/dx8ZcSUBBRwIKOj75LE2r505kCrciUrgdmcytiGQuPkzA38eemkWcqFXYCWdrMy5HW/H5H0cI1Z7C3/8YR8KTCb3TiU1no+gWkP+5epoXbM6MiAm0sLQgYdPmF4M9QHPiBPGrVmHboT1WvccAoDVo2XV3K6turOJh8kO8rbwZXWU0zQs0RyUB23vDgdGQngh1R8M/fRrn/YOw6XOwcoM+O8DW+0O3SBCE/5i/R87+n5XSCgdzBx4kP6Csc1k6FO3wznUlZSaxK3gXzQo0o4hdEeZdmkeL31rwnf93z03NlCSJRVcWsejKIpoXaM64quNQyBVYyC1oWqApW+5uYWjGUOzN3n2v2nR9OlqDFgulBUp51jp0Q2Iiod17kBkUxPz2VsSW82F92a/fuS7hv08Ee4LwEZH0emJmz0ZVsAA2zZuz+bdhRCkMVFNUp/PQ5fjdOsRXZwfyW9UQBt5ScGrIUPq3GEZAQUfcbMxwsc46XG3McFSbopA/7QQT03REpWQQmZhO5t7fcV23BEVGGnu+GEWwS35SMw2kZOpJ/euISMqgtnMao9M2gHctZBV6PNfW+JUrMSQk4Pzd92QaMtkdvJu6PnWxMX3ziJGFyoSy3naU9X791MjSTqXxtfFlxvkZJGuT+ar0N1yWl2fcrps8jEtjVBO/J8/YKF8jpp2bRkhlb3z37UP/w3BM7J7eX5+QQMSw4agKFMBlyBA0Wg1b7m5h7c21xKTHUMy+GNNrTqeedz0UcsXTRrRanjUKdnwmZCRC4xkgl2f3r/T9urEDtvYEp6Lw+baskc+/6A1GwhPSCY7VEBSdSnRKBiM+9fuAjRUE4d/o5KOTzLs0j9petfkk3yc4WzjjbOGMk7kTFkoLJEmi275uLLu6jBYFW2Bm8m5Txbff2066Pp0ufl0oYl+E2l61GXtqLD+e+pG9IXsZW2UsnlaezL88n6VXl9KiYAvGVh2LXPb0e7ptkbZsuL2BHfd30L1E97duiyRJbL23lennp5OqSwXAVGGKk96cgT8n4xalY3knR856p7G5+mSUr0pIJgjPEMGeIHxEErdtQxsSgueC+TwOvc+JiB2ozcwZ2GkeMpmM8n51mWgxg4FHv+NOWT1lzgVhGzqboY87kGx8vkNVyGU4qU1RmsiISs5EqzfioYmh75VtlI25x207b2xRUnvtVC63HEqmkxvWZia425ihNjUhv6M5fUL6I880gWbznxvR0sfGErd6DVYNG2JesgS/B/9OsjaZloVa5ur7kMlktCrUimnnp+Hv4k/v0j2htJzJf9xi2bEQQuPTmNehLJamJtia2VLLqxY/x51mTKCWM4vXca9GE5yszPB1ssBi3AgMiYl4LV1ChCGeTjs7EZcRRyW3SkyoNoHKbpVfvg5EroAms8DcFo7PgoxkaLH41VlF34YkZSVQMXmHKU8Xf4Zd/cGzInTcxJ0kBbtO3CEoRkNQjIYHsWloDU+3vXBUm/J9gyKYKRWvuakgCMJTUalRDDs2jAK2BZhSYwrmJuYvLfdNya/pdrAHm+5somvxrm9dn96oZ+PtjVS1KYv9hoPo29nj5eTF8gbL2XZvG9PPT6flzpZUdqvMkfAjtCrUitFVRj8J9AwaDfFr1uDTvj3+Lv5subOFL4p/8VwgmF2RqZGMPTWWE49OUNG1IrW9apOqSyUzKZ7yE3djE63nj96lSS1iyaSi7fC1FVmbhewRwZ4gfCSM6enEzl+AedmyKAKqEzyzJn+6m9Lcqwk2z2y6Wi9ffbrEdGFK+hpWXIMSFy5wpdFVUioP4oF3S6I0BiKTM3icmMzVhOOkGCIpns+JeqfuUuzIYWSmZpgOHk6jzzsgexTOg/Yd+OnMKvJt3IDC5plRuVMLIfQkNF8Ats9P9YxduAgpMxPnAVnr2Lbd24aH2oOKrhVz/b20LNSSuIw4Ohbt+GTEbcSnfvg4WDJm5w1aLjxJQWc1ofFphGZ4Y3Q+wG1HJyy3bmFsYn6QyWgccpJvrxxmS8VWBJ2OJ+TCMNKkDPoUnkUh6xJkpMg5lRaHykSOykSOUiF/MmL4RMnvsdOb4XR6Esb4YORN54BbqXd/wPALWVNF44PBLh84FvrrKPz0sHjDtKOT82D/SChQl8xWq5l/LIJFR4KQAB97C3yd1NQu6kwBJ/Vfh2WOMqMKgiDojXqG/DmEDEMGM2rNeCHQk4xGNIcPE7dsOVYhIdQbVJ6V11fSpnAbLJRvt3H4kbAjPE59zLj4CsQumU/y3j/wWbMGEwcHWhVuRTWPavx0+ieOhB+hbeG2jKg84plAL5WwL3uRfukSGIy0a9qOwX8O5uTjk1TzqJbtNkiSxK7gXUw+Mxm9pOeHSj/Qrkg75DI5hpQUQnv0JONRCp7z5jO4du23ek7h4yaCPUH4CEg6HbELF6GPjsZ9xnT2rfqRePMwDDI7uvr3fKH8gPIDuB57ne2VL9PqiBkZGS5YHxxMKcdl3KnSi/OyWHYn7CZZm0zxh0Za7zXiEQ8nislY30CP2n4LHkdPUsW9Cq3nzSW0R0/C+w/Ae+kSZEolhJ6GwHFZe9KV6fRc3ZnBwSRs3oxtm9ao8uUjLCWMM5Fn+KbMN2/1a+mbqFVqBpYf+MLnnSv74Glnzojt17kZkYynnTklPGoSmLqV27Xs+ezXO5xoZEuiqRp67yG2aBliGrbgjmY5qfJg0sM+Z9qNTOBCDlpTkibybxn3aA22S2py3/dznJqOxd7uLdaAGPRwbAbS0SloVE5cdOqAm+ExTo/vY30/EIVR96SoZG6PzLHw/wWBhbL2LTwyCY5NB7/PuOg/lSGLL3E/WkPLch6M+tQPO0sR1AmC8O7mX5rPxeiLTK4++bm9RiWtlqTde4hbsQJtUBBKd3eMKSn0uOHMwfwX2HB7Az1LvtiPZcf6W+txt3THeddtDO5u6B49JvSLL/BeswYTe3tcLF2YW2cuoSmheFt5P5mdYUxNJax3b9KvXsXExYWUI4ep27cP9mb2bLqzKdvBXmx6LONOjeNI2BHKOZdjfMB4vK2z1kEbNBrCen5Jxs2beM6ZjZUI9IS3JII9QfgPywwJIWnrVhJ3/IYhNharBg3Yn5RKg8gltPDxpJxzqZdu4K2UK5lWcxqdY1rR8Gw8D7dryDQtSJpeg+7nmVQD6ilMsVBaI4+OR+bhSvLk9lgXs6NpSjjhmnBCkkKYfn46LjWnUXn8j0QMG05E3464lYtAFnUdLJ2gyewn0zclvZ74teuImTcPubk5jl9nLTzffm+HyTpgAAAgAElEQVQ7cpmc5gWbv89XB0CtIs6cGFbnuc+mnWvGr7r1tFCrkbZtwTwsDL2lBZWXziEx5QxHjh/ni+LdaN/8K1Iz9Wj1RjL1RnQGI9pn/jRKL69TbyzD0qDGFLsxk8+C1/Bo9h6m2H+DY/nPaODngpd9Nn7BjgsiY3NPzKIusstYjZFJXZFpbUnO0CFJIMeIhyyGArLHFJQ9pogUSdnYGDyjf8csc+3T+8hNwKhHX7ozExW9WbXsPO425qzuVoFaRZxfXb8gCMIbGBITSbt4CYWNNZcyg9h8ZTltSrXiU99PgayAKmHLFuJXr0EfGYlpkSK4T5uGdaOGPB46DM3OQOqPrcKq66toV6QdViqrHNV/O/4256POM8L1CzKvL8d52FDMihYjrE8fQr/ohvea1ZjY2SGTyfCxfroNkTEtjbDefUi/fBmP6dPQhocTM2MmxMbTslBLVl5fSYQmAje122vr3/dgH+NPjyddl84g/0F0Ltb5yeySJ6OGN27gMWsmVnXr5vDtCsJTItgThP8YY3o6yfv2kfTrVtLOnweFAnXNmti2bs1d76L4/NyU82pLIhR6vi3c+pX3cbZw5qf6M1hwrwcVbqcBYK2yIZ/CAs/ER6h0CWCjRvVpK+y7dEFu70ZFlfpJ8KY36vn8985MODGW7aoiOJZMJ/bYDVQGCxz7TIeSbbLWqQHpV68SMWYsmbduoa5ZE5dRo1A6O6M36vkt6DcC3ANemQb7fWtWoBk/3/yZqJqlkPbsB8Bz4QJClIn8eOpH/F386V+uHybyt/96bV7GA6llFYIuBGJ9aAhDE8byx749tNndBVMHL0p52lLa04ZSnraU8LDGQpVVl2Q0cn/fIrzO/kimUc4wYz9UpVuzuVp+irpaYzBKJKXriE/VkpimJT4167gYnsiUm1HEarQ4KlJp6pFKfedkSplFE4UDXa+XJjwxjC5VfBjSsChqU9F1CILwbh4P/wHN4cMA2AMrAGRbuGuzH4WdHfq4OIzJyVhUqIDbj+OwrF79yciaQ68vSd6zh5533DngfIp1N9fxVZmvclT/+lvrMTcxJ+CGEY1cjnXjxiidnfFatJCwPl8R2q073qtWPpeIy5ieTlifr0i7eBH3aVOxbtSIzHv3iJkxE83hI7Ru0poV11aw9d5Wvin7zSvr3nxnM+NPj6ekY0l+qvbT8yOZBgPhX31F+tWreMycKTYtF96ZTJJe8fPyP5S/v790/vz5D90MQXg3kgSaKFCowMw217IvxixYQPyq1Rg1GpQ+3ti2ao3NZ81ROjsTnZLBplmD+Na4loFlPuFs+iMC2wS+MZPZ9nvbuRF3g88KfkZxh+JZnW2mBk4tgJNzQat5WlihAguHvw57gpNDaaM2EJCpZ7ZHIyL2ppAceAKPWTOxbtQIQ0oKMbNmk7BxIyZOTriMGIFVg/pPOvQ/w/+kb2BfZtWaRT2fernyjnJD211tcY7KpO+sIGzbtsFq+Pe039OeVF0qW5puwdHc8c03yS6DDk7Nx3hkMnpJziXzqoSkmxGeYU4CViRihaWtC+4uTlQKXU4V/RnOykpw1X8yn9WsiKPaNHvVGCUuhyWw/0YU+29GERKb+uScr6Mlk1uVomL+d08pnlMymeyCJEkv7nMhvJToI4V/g7QLF3jYqTO2X3RhoekpUqLD+ca3KzbpMvQJCRgSEpGbqrDr0AHzMmVeeo+wr74m/eJFlo2twPGE8+xttTdb2ZoB4jPiqb+lPp8VaE6HMcdReXnhvXLFk/Oa4ycI//prVAUL4LNyJQpb26xA76uvSTt7FvcpU7BpmrUNkCRJBNVvgGnBgngtXkTfwL7cirvFvtb7nmyb8Kzf7v/GyBMjqeFZg9m1Zr+QUTNh82YiR4/BbcJP2LZqld1XKnyEsts/ip9nBSEv6TIg7j7E3n36Z+xdiL0Pf6VVRiYHczswt38uUMKleNaG3K6lQPGG/1QzkkhcNY/YeetRl3TDvmEtzEoXJ1Kv5vDFk1yIlnPvYTiLDRt56Fufoyn3aVukbbZSVrco1IIWhVo8/6GpGmoNhQo9IPwcpMVDWtwzR9Y/+9r68q2rDzMeB7LHrw6fNmiArlt3Hg8dhjYsnIS1a9HHxmLXqRNOA/qjUKufq2bbvW3Ym9lT07NmTt56nmtesDmT4yfz7ZbFuBSpwqBjgwlPCWd5g+W5G+hBVlbOagORF2+Bav8oKkVcoZIiHpQpT8ukAsGgRcllvyGU+mwIFVU5y+apkMso72NPeR97hjUqSlCMhn03olDIZXxRNZ/IqikIQq6QJIno6TNQODnySwDsCA5hWotpFMzXMEf3cezdiwftO9AzxJt9lkdZfWM1/cv1z9a1v979Fa1RSwdDeXRhG58sG/ibuloAngvmE/51X0J79MRz0UIihg0j7cwZ3KdMfhLoQVZWZ3WtWiRu2YIxPZ12RdrRN7Avh0MP0yBfg+fuu/fBXkafHE1lt8rMrDXzhUDPkJxMzKzZmPuXx6Zl7mafFj5eItgThLxyfSvs7A/aZ/6n3MYbHAuR5FeBSbdSsDeY42etx8c8AzeTNGxlKZgkPswKoC79tXZKaQme/uBdGZ1HJRLtS5OpiUMRfhbV47NYRJyFkCAiDzhg4aLD1e8ayrALEAYeZB1/dzc6M3uOlKyN7todWhXKhV8MLR2hSKPXFvncaODQvm5MOjOJiq4V8Vwwnwft2hMzcyZmfn54LlyIeckSL1wXmx7L0bCjdPbr/I/bS6hx/sZMPz+dXamncb4dzIGHB/iu/Hf4u+bhAJRdPmj3zHo6fSakJzwXZKtcS1HGocA7VyWTySjobEVB55ytgREEQXgTzeHDpF+6RHL/jqwM3kC7Iu1omMNAD8C8TBksKlVCu3EXjcfWZ/2t9XQu1hkHc4fXXqcz6th0exNV3auiPnyRRFNTrOq/OHNEXb06nvPnEf7NtwQ1+AQpMxO3iROxadbsxbK1a5Gwbh2pp08TULMG7pbubL6z+blg71DoIYb/OZwyTmWYU3sOpooXZ13EzJ+PISkJ1xEjXr5VjyC8BRHsCUJuM+hg/yg4syhrZK5S76zshvYFQGWBJlNPi4V/EOM+knwmTfkjsh4hEc9PmSvpZYODIRanxEt4p1yl0MMbFAj+E6VMwumZqjSSGeczC2J23BvJBLqV7U9EpgPFHU2o5i7H39lISTsDLiYaZOnxmOSvxa8nh1DaqTSF7Aq9l9ehkCsYHzCe1jtbM/bUWBbWXYjP6lWkXbyEdcNPkJm8/GtoV9Au9JL+xVHFfwA7MztqetZk2/1tpOvSqeNVhy+Kf/F+G2FiClauWYcgCMK/gGQwEDNrFgpvT4Za76eYdTGGVBjy1vdz7N2L0O496BFWgD/kB1l5fSWDKwx+7TUHHhwgOj2aMRVHkjx6BFZ167wwq+Rv6po18Zg7h4iRo3AeNRLbFp+9tJxFhQrILSzQHD6CVe3atC7cmrmX5hKSFEJ+m/yceHSCQUcHUdS+KAvqLnjpVhGZ9+6RsH4Dtm3bYFasWM5fhiC8ggj2BCE3JUfAli8g7DRU+goajH9uc2xJkhi0+QrhmRcwlRnB8gqHvh9Pcrqeq48SuRqexJWwRM6FxCOTKbCzrIKdU03sLVW4muooZrhDvvQbYGZLkrM/mXZFcJw3BbO0w2RMmsOicv542Znj8Ip1Whciz/Mg+QHjA8a/pxeSxcfahwHlBzD57GS2399Oy0ItsXF3f2V5SZLYdm8bZZ3LvjRb6D9BswLNCAwNxMvKi/HVxotfYQVBEN4g6bedZN67zx/di6ORElhZfTIqxdtv32JRpQpmJUtiWL+DpiMbP9lk3dni1dmC199ej7eVN2VC4FFCAtZNmr62DqvatVEfP/ba73i5SoVltWpojhxBkiRaFGrBwisL2XJ3C7W9atP/cH98bXxZXH8xatWLgaUkSUROnIjc0hKn/tmbiioI2SWCPUHILQ+Ow5ZuoE2FViug5IuZLhccvs/eG5GUKR9OUBo8SH5AUGIQBe0KUr2QE9ULOb3kxs96flPxhF82EXksEKcBA3Bs/uYEJlvvbcVKacUn+T7JyZPlig5FO3Ao9BBTz02lsltl3NWvDvYuRV/iQfIDepTs8R5bmDPVPavzVemvaJivIdYq6w/dHEEQhH80Y2YmMfPmkVbQnVXOtxlWfji+tu/2Y55MJsOxdy/Cv/mW7tGd2GPcy/Jry/mh0g8vLX8t5hpXY64yrOIwUpbtRmFri7paQLbqeRN1rVqk7N9Pxs2bOBYvTj3vemy/t51f7/6Kh9qDpQ2WvjKBTMrBg6SdOo3LyJHPZf8UhNyQ+zsUC8LHRpLg5DxY0wzMbODLwJcGeoduRzHjwF2alnbksfYq9VxrAXAw9OBbVZtx8yZREydiWb06Dr2+fGP5pMwk9j/YT2PfxpibmL9Vne9CLpPzY8CPSJLE6JOjMUrGV5bdem8rlkpLGvg0eGWZD00pV/J1ma/f+X9WBEEQPgYJGzaij4hgbqV4qnoE0KFoh1y5r7pOHVQFC8DPW/msQHM23dlExz0dmXB6AjuDdhKcGPykv1l3ax2WSkuautYj5dAhrBo1RKZ6+5HF59pRswbIZGgOHwGgbZG2aHQanMydWN5gOfZmL89mbMzIIHryFEwLFcKufbtcaYsgPEuM7AnCu0iJhN8Hw62dUKwpNF8IZi+O8gTHaOi/8TJ+bta0qKrl3B9p9Jx9iiLVnDlod5A+pfvkqFpDSgrhAwaisLPDfeoUZNnYumF38G60Ri1tCrfJUV25yUPtwff+3zP+9HhW31hNfZ/6qOQqlAolKrkKlUJFhiGDAw8P8Knvpy9d1yAIgiD8uxhSUohdvJigwmqCCpmyLWA8clnujDfI5HIcv/ySx0OH0Se1N1bFrbkac5Xfgn7jlzu/AGCptMTPwY9LUZdoX7Q9xqOnkDIysGn6YrKVt2Xi4IB5qVJojhzB6Zu++Lv4M63GNMq5lMPJ4tWzduJXrUL36BHeq1e9cg27ILwL8W+VILyNzBQ4MRdOzc9KyFJ/PFT99smG4s9KydDRa+0FlCZylnxenjV3ZlHntgnylFSqH0hnp0cUYclheFl7ZatqSZKIGDES3aNH+Kz9OVtTPi5EXWDJlSWUdCxJEfsiOX7c3NSmcBsCQwOZdWEWsy7MemW5lgVF2mlBEIT/grgVKzAmJbG0pYLRlSe8dk3d27Bu3JiYufNIW/EzA3/5BZlMhsFoICQphOtx17kee50bsTewN7enY7GOJC8Zh9LTE/OyL9/D722pa9cmZvZsdFHRKF2caZj/9VlGdRERxC5ZilWDBlhWrpyrbRGEv4lgTxByQq+FC6vh6BRIi4XiLaHuKLB/+VQ+o1Hi+81XCIlNZW2PinjYmvNn2FFGXleiKuiJLjaW3r8ncaD+PrqX7pmtJiSsXUfK/v04Dx6MRblyry0rSRKb72xm8tnJeFh5MKHahJw+ca6TyWTMqjWLY4+OkWnIRGvQojVo0Rl16Iw6tAYtjuaOlHB8cTsGQRAE4d9FFx1N7OrVnPSTUzKg+Qt7z+UGmVKJQ88eRI77kbQzZ7GsXAmFXEFBu4IUtCvIZwWfZtHUx8Rw79QpHHr3yvXEWuratYiZPRvNn0exa/PmWTTR06aDJOE85O0zkgrCm4hgTxCyQ5Lg5g4I/BHigyFfdag/jsvGAsz+7S6SFIu9pQo7CxX2lkrsLFXYW6i4GJrA/ptRjGriR9UCjtxLuIdp0GMcww3Yj/kOudoKafBg9m3YBNkI9lJPnSJq6lTUtWtj373ba8tqDVomnpnI1ntbqe5Rnck1Jv9jEolYKC0+SJIYQRAE4f2KnD8XozaTIw3dWVxxeJ7VY9OyJTELFhK7ZDGWlSu9slzy77+D0YhN09dn4XwbpoULY+LuhubwkTcGe2nnzpH8++849u2LytMj19siCH8TwZ4gvMmji1nr8h6dB6di0HELmfnrMPfQfRYdOYGj2hRXGzOCYjQkpGpJ1Rqeu7xFWQ+6B+QD4Gj4UepeMYKZKdafforcyorrGxZQ8/cHPOp5GY9Cr55Sknn/PuH9+mOaPz/u06a+9hfJmLQYBh4ZyJWYK3xZ8kv6lumLQq7IldchCIIgCNmhffCA5F+3cbCMnIHNp75024HcIjc1xaFbN6KnTSOs7ze4jhyB0s3thXJJu3Zj5ueHqW/uJ9eSyWRY1apF4vYdGDMykJuZvbScMSODyJ8mYOLmhkPPf27WaeG/QQR7gvAqGclw6Cc4twwsnaD5AijdgesRGgYtOMntyBTalPdkVFM/rM2e7qWXoTOQmKYjPlVLus5AGS/bJ4HZiaBD9Lslw+aTT1BYZ42yuY0dS1LrLwgbPQL3DbtfGsTpY2MJ690HmakpXosXvXIDWICrMVcZcHgAGp2G6TWnixE0QRAE4YO4Pns8MoWEqkdnyruUz/P67L/oCpKRmPkLCPq0CU79vsW+c+cniU8yg0PIuH4d52FD86wN6tq1SdiwkbQzZ1DXrPnCeUmv59F335N59y6eCxYgN3//2bGFj4vYekEQ/p8kwY0dsKAinF0K/j3gm3PoSnVk9qEgPltwgrhULSu6+jOtTennAj0AM6UCVxsz/NytKe9jh0KeFbzFZ8RjefwqZhlGbFs/3ZrBt0glDjRyxuZSMMm7dr3QHGNGBmF9+6KPi8Nr0UKUHi+f7pGmS2PdzXV8sfcLVAoVaxutFYGeIAiC8EFIOh0cPcON4lZ8WWvwe6lTplDg0LMnvrt3YVHBn+jJUwhp25b0a9cASN69C+RyrBs3zrM2WFSsiMzCgpTDh184J0kSEaNGozl0CJeRI7CqUzvP2iEIfxMje4LwrISHWVM27+0Dl5LQbj14ludOZArfbznB9UfJNC/jzrhmxbG1yNnePMcfHaf2FQOSlxvm/v7PnbNs35o7FxYhmzgRy2rVMLHP2o9HMhp5PHQYGVev4TF3DuYlSz53nSRJXIu9xrZ72/gj5A/S9GlUcavC1BpTsTWzfbd3IQiCIAhvKeTQTszTDag/qYdSoXzzBblI5emJ1+LFpOzbT9SECTxo2w67jh3RHD2KZeXKKJ1zNxvos+SmplhWrYLmyFEkSXputk70tOkkbd+OY9++2HfqlGdtEIRniWBPECAry+aZRXBkMiCDBhOgUh9QmLD76mO+23QFKzMTFncuR8MSL64ByI7L5/bQJgwcv2v/wlTNevkaMKDREqav1hA1cRIe06cBEDNrNin79uE8eDDW9es/KZ+Ykcju4N1svbeV+4n3MTcxp4FPA1oVbkUZpzK5nmFMEARBEHIi5LcN2KqgcvOc7SObW2QyGdYNP8EyoCoxs+eQsGEDSBKOffvmed1WtWqhORhI5u3bmBUrBkDc8uXEr1yJXceOOH6T920QhL/labAnk8kaAnMABbBckqTJLynTFhgLSMAVSZI65mWbBOE5kgQ3tkPgOEh4AEU+hUZTwDZrz7s1Jx8wdtcNKvjYs7BzORzVpm9Vjc6gw3L/aYxyGXYtWrxwvrBdYWS+3pypb6TK7t1YN/kUQ2wsccuWYduu3ZPMmwajgYlnJrL9/nZ0Rh0lHEowuspoGuVrlKcL3wVByF2ifxT+TQyaVJCMKKysslXeqNViffo2D0s6Ud7eO49b93oKKytcR43E5rPmpOw/gHWj1+99lxv+XqunOXIEs2LFSNy6lejpM7Bu3AiXkSPED7LCe5VnwZ5MJlMAC4D6QDhwTiaT7ZQk6eYzZQoBw4EASZISZDJZ3o2rC8L/CzkGB0bD44vgXBw6/QqFskbPJEli5oG7zDt0nwZ+LsztUBYz5dtns7zw+AxVL2vRVi6NiZPTC+dlMhn1fOqxKPFnqt/JT8SIkRiSkrAMCMD1mY5h+vnpbL67mdaFW9O+SPsPvkG6IAg5J/pH4d/m0cCB6ONiyb91a7YClWsHf0GdZsSmYd4HVtllXrLkC0sh8oqJkxNmpUqRcvgIpoUKETFqNJYBAbhPnoxMLtJl/I+9+w6PqzgbPvw727Va9d5tdcu9Y9wwrhRjwHRCJySUFxJKQvJ+EJK8CZBCSEgAE3ovCSQ2NuCCsY1x70XNsqxq9b69nO+PI9mWJdkraVfC8tzXtZet3dkzz0qyZ5+dmWeEgeXP37gpwBFZlo/KsuwAPgSWnNbmh8A/ZFluBJBlucaP8QhDnSxDyXfKWXg734Bjm6GtVrn/VNWH4b3r4K3Loa0alrwIP950ItFzuT388rMDvPD1EW6YnMSLN0/oV6IHkL/ifUItkHRzz2fjzU+ej03tpvi+S3A3NKAfPoyE5/+CpFX2OnyQ9wHv5r7LLTm38KtpvxKJniCcu8T4KJwz3G1tmLdswX44F8v2HV49p2z5J9i0MOXKH/k5uu8v00Wzse3fT8XDj2AYPYrEF/6GpOvdXn9B8AV/LuNMAMpO+bocOP2Uy0wASZI2oyxleUqW5S9Pv5AkSfcA9wAkJw/ucgDhe8jjgYIv4du/QPn2ro8bQiEyU7m5HXDwX6ALgnlPKfvytCfLHtucbh78YA+rD1fzwJx0HlmQ2e/lFrIsY/pqK20hOrJnz+2x3ajIUcQYY1hhLOAPH7yPNiXlxJKZjeUbeWb7M1yUdBGPTHykX/EIgjDofDY+trcRY6TgN+YtW8Dlwq2ChnfeJnDqlDO2t9stRG0v4vjYeMYHRQxQlN8/QXPmUPe3F9AmJZH08suojMbBDkk4Tw12gRYNkAFcBCQCGyVJGi3LctOpjWRZfgV4BWDSpEny6RcRzlOu9sRt81+hNg9Ck+HSP8HYG8FSD/WFUFcIdQXKn0fWgK0ZLrgPZj4CxvBOl2u2Ovnh2zvZcayBpxbncPv04T4J82jhDrILrNReM/PEWT/d6VjK+Un+J3hmPoNGGwhAfkM+j214jKywLJ6d+aw4HF0Qzg9ejY8gxkjBv1o3bMCih7XjJBZ//TXOiooejwAC2Pblm0RZZKRLrxjAKL9/DCNGkPj3FwgYNw5NWNhghyOcx/yZ7FUASad8ndh+36nKgW2yLDuBYkmSClAGN+/WCQjnJ3sb7H4btvwDWsohZhRc/SqMvArU7b/SehOEpUD6vM7P9XjgtPXyTRYHGwvreHH9EYpq2/jrDeO5Ymy8z8Itev9VkmRIv/nsy1nmJc/jvdz32FS+iUXDF1FjqeH+dfdj0pl44eIXMGrFJ4OCMASI8VE4J8iyTNOG9RwYJvHN1EAu29FG7XvvEv+zng8lr1n5H0K0MO6KnrctnC+C5s07eyNB8DN/Jns7gAxJkoajDGI3AKdXEvsPcCPwhiRJkSjLVo76MSbh+8TtBGsTmLoWLOmWuR62L4Nty8DWBCkzYPHzSkLn7VJLlQqPR+ZQZQvf5NfwTUEte0ob8cgQEajj9dsnMzPDy3i8IHs8BK3eTlF6IJdnTzxr+/HR4wk3hLO2dC2zEmfxwLoHaHG08PYlbxMTGOOzuARBGFRifBTOCfaCQlS1DeydpObhy37P9tUPMfnjD4n9nwdRBQR0ad9kaSBhVxl144ahMwUPQsSCIJzOb8meLMsuSZIeAL5C2W/wuizLhyRJ+g2wU5bl5e2PLZAk6TDgBh6TZbneXzEJ3yOyDP+6E3KXQ9xYyL4csi+D6JyuiVtTKXz3d2U2z2VVjkeY8RNIOvO+gQ5Ot4f8qlb2lzezs6SBjQW11LU5ABiTGMIDc9KZnRXNuKRQ1CrflkOu/fZrQhvslN0006v2apWauclz+fzo5/xs48/Ib8znhYtfIDs826dxCYIweMT4KJwrzJs2AtA2IYP5KfP57aKxTHt+L1WffUz8Tbd1af/tl6+SZobQy68e6FAFQeiBX/fsybK8Clh12n1PnvJ3GXi4/SacT3a/pSR6I6+G5nJY/3tY/zsIG6YkflmXgiEYvnsBDvwLJBWMuR6mPwhRZ65CWVxnZm9ZI/vKmtlf3sShyhbsLg8AYUYtMzOiuCgrilmZUX0+N89bJe+9BgbIuvJWr58zL3kenxR8wobyDTw+5XFmJc7yY4SCIAwGMT4K54KWDRsojZbIyr4QgGuv/RXF719F+BuvEHfjrV0KmDWuWolTIzHyshsHI1xBELox2AVahPNRXSF8+QtIvQiWvqbsoWuthoIvIG8lbH8FtvxdaasNhAvuVYqqhPS8IRyUvQXPfJnHsg3KSqcArZrRCSHcckEKY5JCGZcYSlJ4wIAdZmovLiZg8342TAzg3oSzL+HsMDluMplhmUxPmM7NI272Y4SCIAiC0D13WxvW3XvYMxmmxSorabIjsvnu0gkMe3M35Ru/Imn2yXP0SptKSN1bQ8uEDNQm02CFLQjCaUSyJwwslwP+fRdoDHDlyyeLpQTFwMTblZu9FY6sU87AG31tl6qZPXl+bSHLNhzl+klJ3DljOOnRJp8vy/SWu62NsvsfwKKTaV56ESrJ+yMttSot/1r8rwFLSgVBEAThdOYtW5Dcbvamabg/ZsKJ+xfd/TvKP7qE0pf/2CnZ+/bLVxnfBoFXXDcY4QqC0AN/HqouCF2t/z84vg+W/B2C47pvow+CkVfC1B95nei99E0Rf11XyHWTEnn66tFkxQYNWqInezxU/vxxHMeO8ecrJWZMuLLX1xCJniAIgjCYzBs3YTOo0YwdRZAu6MT98ZHDqJk3lsS9leQf/hZQVta0rl6NSyORsKj3Y54gCP4jkj1h4BzdAJv/BhPvUIqx+Mgbm4t59ss8rhgbz9NXj0E1SEleh7oXX6Jt3TpWLY7BOiaNGQkzBjUeQRAEQegNWZZp3biR/SkyExO6FkObdv+vkYEdL/4WgH3Ve8g50IJ1YrZYwikI3zMi2RMGhqUBPvsRRKTDwt/57LIfbC/l1ysOs3BkDH++buygzeZ1aF23jrq//x3Hwum8NaKG20fe3qslnIIgCIIw2OyFhbirq9mdClNiuyZ7EcOyaJqaSda3pew49ij/fHgAACAASURBVC3frX2LyFZIueKGQYhWEIQzEe9CBf+TZVj+P2Cug2teA12gTy772Z5yfvnZAeZkRfHCjRPQqgf319leVETlz36OYdQoli2UiDRGcXnq5YMakyAIgiD0lnmjcuTCwTQt46PHd9tm1L0/x2SD9a/+Gue6jbjVEpELLhnIMAVB8IJI9gT/2/0W5H0Oc59UztRr12pzUlDd2qdLrjpwnEc+3se01Ahe+sFEdJrB/VV2t7RQft/9SAYD9t8+xKbardw84mZ0at2gxiUIgiAIvdW2cRPVcQYS0sZg1Bq7bRMyZRq24XGM2VDO+EM2XJNGoQ4K6ratIAiDRyR7gn+deszCtAdO3O3xyNz15k4WPb+Rd7aW9OqSy/dV8uAHe5iQHMY/b52EQav2bcy9JHs8VD72MxwVFST+9XnerPsco8bIdVmiIpkgCIJwbnG3tWHZvYttKQ4mx07usZ0kSaTceS8ptRDVAslLrh/AKAVB8JbXRy9IkjQDyJBl+Q1JkqIAkyzLxf4LTfC5pjLY9GdorQJjhFLp0hjR+RadDYYQ3/RnbYKPftD1mAXg9c3FbD/WQGaMiSf+c5DKJis/W5h1xiqUbo/MH7/K5+UNRUweFsZrt08mUD/4p4fUvvACbRs2EPPkEzRnJ/Dlp19y04ibCNYFD3ZogiAMADE+CkOJecsWcLnZnari4W72650qdPFiav70J+Q2MyFz5w1QhIIg9IZX75QlSfoVMAnIAt4AtMC7wHT/hSackdMGal2nBKpH1kbY9BxsW6Z8HZkJVfuVPXRue+e2OhNMukM5xDw4vu/xuZ3w8a1QXwS3fNbpmIWi2jb++FU+c7OjWXbLRJ747yFe+qaIqmYbzy4d0+2SzGaLkwc/3MOGglpunprMrxaPHPSlmwBNn/2H+pdeJuSapYTdeCN/3PlHJCRuGXHLYIcmCMIAEOOjMNSYN27CadByNFnN2KixZ2yrMhiI/cUvcFVVoQ7x0QfFgiD4lLfTIlcB44HdALIsV0qSJBZmD5aaXHjjUiXZy74Usi6D4TNBo+/czmmDHf+EjX8CWzOMvRHm/BJCk5THZRmcFrDUK7e2GjjwCWz5B2x9GcZeDxc+BFGZvYtPluHzn0LxBrjyJSW2dm6PzKOf7MOgVfP01aPRqFX8/qpRJIYF8Mev8qlptfHSDyYSbNCeeE5hdSs/fHsnFU1Wfn/VaG6amtzX75xPtX69nuP/7/8ReOE0Yp98khZHC/8u+DeLhi8iztTDGYKCIAw1YnwUhgxZlmnbtInC9ABGx43EoDGc9TmhV4pz9QTh+8zbZM8hy7IsSZIMIEmSb8opCr3XWALvXKUkekmTYd9HsPN10AVBxnzl/Lr0uVCwGr7+LTSXQfo8mPdriB3V+VqSpFTG1AVCaHsClbkQLv5/8N3fYc87sOc95ZozfgqJkzo9XXa5aF29mvrX30ATGUniSy8qyzA3P688d9ZjMO6mTs95ZeNR9pQ28dcbxhEdbGgPQ+L+OenEBhv4+b/3c93LW3jzjinEhhj46lAVD3+0lwCdhg9+eAGThoXjbm3FvGULQXPmIGm1DAbLjh1U/PSnGHJySHzhBVQ6HZ8ceBuLy8LtI28flJgEQRgUYnwUhgx7YSGuqio2jVefcb+eIAjnDm+TvY8lSVoGhEqS9EPgTuCf/gtL6FZbrZLoOS1wxxcQM1KZvSveoFS7zP8CDn16sn3cWFjyd6U4Sm+EDYPL/gSzfw7bl8H2V5Trp14E836NJ2IEzZ99Rv1rr+MsK0MdEoLt4EGsu3ZhDCiHtU/BqKUw5387XTa/qpW/rCngklGxXDG26xLRpRMTiQ7Wc++7u7nqxc1cMiqO1zcXMzYxhGW3TCI2REkOG955h7q/vYA+K4u4Xz9FwLhxvXt9/WTLy6Ps3vvQJiSQ9MoyVIGBONwO3st9jwvjLyQrPGtA4xEEYVCJ8VEYMsybNgGwJxVuOct+PUEQzg1eJXuyLP9JkqT5QAvKvoQnZVle49fIhM5sLfDeUmiphFv/oyR6AFqDMhuXuRA8bijfCUfWQFQ2jLzauz19PTFFKbN80x+CXW/iXvscjT+5jIajEbjbnBjGjCH6Z49huvBCjsydR/0/nsOYtg6SpsKSF5WZw3ZOt4dHPtlLkEHD/105qsdCLDMzovjoRxdwxxs7eH1zMUsnJPK7q0Z1qrhpPrAfT1gwruYmjt14E6E3XE/0T3+KOtj/BVEcpaWU3v1DVCYTya/+E01YGACfH/2cOmsdT8982u8xCILw/SHGR2EoaduwkebEUCxhLkZHjh7scARB8IGzJnuSJKmBtbIszwHEADYYnDb48CaoOgg3fgDJF3TfTqWG5KnKzZf0QTTXJlP133A8ZguBcRYiLrBgvDwNafpE8mxleC6bRtt7X2BPjkF/w/tKEnqKF9cXcbCihZdunkCESd9DR4qR8SGs+J8ZHKpsZk5WdJfEsGn/brbHt/HhYhUP7c4g46OPaF2zlphfPE7wpZeesaJnfzhraii9625wuUh+60208crspEf28OahNxkRPoKpsT7+3guC8L0lxkdhKFGOXNjN3unBjI8eL86JFYQh4qzJnizLbkmSPJIkhciy3DwQQQmn8Ljh07vh2Ca46hVlBm8Q1L/6Ktr4BOL/8CyGhBBY/3ss21/mhaJ/8Z5JT1K4zJ/VMvVts4kPjOz03IMVzbzwdSFXjI3nktHeFS6JCTYQE9x1Y7irvh59fSu1k4KZkjab32m/JjZBxf2rW3A/8ihVH7/P8N/8Hm1yMpIk4XA7aLQ10mRvosnehITElLjeL01xt7RQ9sN7cNXXk/LmG+jT0k48tqFsA8XNxTw781m/JZqCIHz/iPFRGEqUIxdcrE9oYn4fxklBEL6fvN2z1wYckCRpDWDuuFOW5Qf9EpWgkGX4/CeQuwIWPq1UxxyMMBwO7MXHiLjrLgwjRgCwdcoPeMqeS4W1hgusVraaAmibMxp59QaiqmvQxkQD4HB5ePSTfYQF6vjNkpH9jsV2OBcAw8gc/nfmM1icFtaWruXfY5cTsnILN2zYTdHCRTg0Eq1GaAmQaQ2QaA2AFiPUhkio/vcNJiV4P5DJDgdl992H/ehRkl5+iYAxY04+Jsu8eehN4gPjWTBsQb9fnyAI5xwxPgpDgnnjJjxGPfmJLn4pirMIwpDhbbL3aftNGCiyrBQ62f02zHwEpt3X6WGb041GJaFR925PXqvNSUm9hapmG9WtNqqbbVS12KhusVPdYmN0Qgj/e9kIQo0nl2/Yi4+By4U+I4MWRwt/3vlnPi38lJTgFN6Y9QZjbTbmffczls8K58av3TS++w7RjzxCk8XBE/89RF5VK6/dNqnTNfuq6cBuACLHKgORUWvkirQruCLtCqpnVrNm50fYv1xLiAWCrBBsdhNjdqJtsaEpbUMyW/lm3OtMusf7ZK91wwasO3cR9/TTmKYrR2c53A5WFa/i3cPvkt+Yz+NTHkejGvwD3gVBGHBifBTOebLLRev69VTmRKPXN5MTkTPYIQmC4CPeFmh5S5IkHdBx4Fq+LMtO/4V1nmutgv/ej33XN2hn3oLq4idOPOR0e3h1UzF/XVeAQavm4uxoFuTEMiszEqOu+x9nZZOVtbnVrD5Uzdaj9bg88onHVBJEmvTEhijLJj/bU8E3BbU8c/Vo5o6IAcBeUADAvqBGnvrPldTb6rlj1B3cN/a+E2fwXFqzhA/zP+SOeXNo/OBDtlxwOb/5upQmq5Ofzss8ca3+qt+7g4ZQyEqe0OWxmMAYfjD7QZjd/QfqHquVw5Mn4di8FcddDq/3I5g3bkJlMhFy+WU02Br4OP9jPsz7kHpbPemh6fzmwt+wJH1Jv16XIAjnJjE+CkOBectW3HV1fL0wlokxE9GqBudYI0EQfM+rZE+SpIuAt4BjgAQkSZJ0myzLG/0X2nkqdwUsfxC32UrxmjiiRo0non0f2K6SBn756UHyq1uZnxNDkF7DutwaPt1dgV6jYmZGFAtGxjA3O5q6NgerD1WxJrea/eXKVpLUqEDunpnKuKRQYkMMxAYbiDTpOs0OHqps5pGP93HXWzu5ZmIiTy7OwV5YiEet4sGiZ0iLzOKFi19gZGTnJZlL0pfwbu67bJqeyOTV69jw3KskXXwl71w1mpx431XJ9BQcoThWYmn4iF4/VxUQgHv8CEYVHmJTxSbmJs8963NkWaZt40bkSWP49Y7fsaJoBQ6PgxkJM7g151YuiLtA7NMThPOYGB+FoaB5xXKkIBNfxdfyYOxtgx2OIAg+5O26sz8DC2RZzgeQJCkT+ACY6K/Azjv2Vvjicdj7LsSNwz7hJ8gf/xL7kSKaLU6e/SqP97eVEh9i4J+3TmJ+jjJT5nR72FHcwOrD1aw5XM3a3OpOlx2fHMrPF2UzPyeG9GjTWcMYGR/C8gdm8Ld1hby0oYjNR+p46fBBGiI1TEqYzEvzXkKr7vqJ3/DgDMK1KTzbtJGnotO5rXILI+/6PzSGM1fe7A13SwuGqibqx4QSog/p0zXi512ObschPtz2iVfJnr2gEFd1Na9MrOfbo/tZkr6EH4z4AamhqX3qXxCEIUeMj8I5zWOx0Lp2Hc0zR+HU7GZynNivJwhDibfJnrZjIAOQZblAkiQxx+8rpVvh03uguQxmPQazf47tvQ8BOH64kB899w0NZgd3zxjOT+dnEqg/+WPTqlVcmB7JhemR/GpxDocqW/gmv4awQB3zR8QQ3U1Fy7PRaVQ8ujCL+TkxPPLJPhoP5XI0xUla8GiO1tpos7dhtrtoa7+12lx8sL2UStcoDDErSfvJ4+h++X+0ffkFoVde6bNvky03DwBVVtpZWvYseNZs6p5+Ftu339G6pJUgXdAZ25s3KR/OF2aZ+HLp50QERPS5b0EQhiQxPgrntNav1yNbLOwYZyRIF0R2WPZghyQIgg95m+ztlCTpVeDd9q9vBnb6J6TziCzDN0/Dxj9CSBLc8SWexCkU1LRSvWEH0YDtWAkJ8wN4844pjEo482yWJEmMSgg5aztvjU0KZfmd4yl5pZH10Sre/9rKstbuVyYlhQfwp0W386u9X7IppZbFGRk0vPYaIUuW+GyZY3N7cZaIMX3/1FE3bBhyfAyjj9SwtmQtV2Vcdcb2devXUBIFCybfKBI9QRC6I8ZH4ZzWvGI56thYPtEf5IK4C1Cr1IMdkiAIPuRtsncvcD/QUfliE/CiXyI6n+R9DhuepS3rGlYlP8rGb61sKVpLvdnB3w4eJhoIt7fyr9vHozUFDkqI0rGjAJRGwcOzZ5MSPIxAvZogg4ZAvYZAnQaTXkNIgBaVSuKrmgtZcfRzbr3zPqp+8b+YN27ENHu2T2Kp27uD5iBIT+376ihJkgi7aC6jP/mAF/NXnDHZc7e14dp7gH1TNNyZfWOf+xQEYUgT46NwznI1NGD+djP1V06nwfkd12cNzhFPgiD4j7fJngb4qyzLzwFIkqQGfLcZ63zkcuD+6gnKVUlcvG8J7n1HiQ7SMyszigtTQshYWYM2Ph5nZSXuinK0WVmDEqatvRJnVYyOey6cfNbjBa5Iv4LHNjxG3kVRRMbEUP/a6z5L9lx5+RTHSlzWh+IspzLNmknT++9j3rGd6jnVxAR2Xym0ZuNaVG4Z48wZRBmj+tWnIAhDlhgfhXNWy6ovwO3mveQyMsIymBIrDlMXhKHG20Pa1gEBp3wdAKz1fTjnD3nHq6ibivmN82aeWDyatQ/PZtsv5/KX68exOMwJTidBCxcC4CgpGbQ47YVHcOhUBCeneXWO3JykOQRpg1hR+gXht92GZft2rAcO9DsOj8WCoaKe2kRTv5dTBk6dCjot4456+KL4ix7bHV75HhY9LFr8UL/6EwRhSBPjo3DOalmxAndqEt8ayrhlxC2iurQgDEHeJnsGWZbbOr5o/7vRPyGdB6yNOL5+ho3u0UxbcD23Tx9OerTpxH+y9nylEEnQgvkAOEtLBy1Ue0EBldEa0sIzvGqvV+tZOHwha0vXorvqUlQmE/Wvvd7vOGz5+UgykNX/KpiqgAACp0xl6jEdK4tXdt+fy4Zhx2EqsyPJiBKb1QVB6JEYH4VzkqO0FOu+fWwboydMH8alqZcOdkiCIPiBt8meWZKkE6dYS5I0CbD6J6Shr3X102gcLSyPuY87pw/v8rgtNw9Jp+Oesj/iDjHhKC0bhCjbYykooCjCSXpoutfPWZK2BKvLyrr6LYRcsZi2DRuQ3e5+xdF6YB8AYaO7HqbeF6ZZM4mstdNQlEtRU1GXx9euf53wFg8J8xf7pD9BEIYsMT4K56TmFStAkng34RjXZV2HXi1WHwvCUORtsvcQ8IkkSZskSdoEfAg84L+whi5PXREBe17jM+bw0E1XolJ1XTJhy8vFk5rEvsYDNEXqcQzSzJ6rrg5PYyNlkRIZYd7N7AGMjRpLSnAKy4uWYxgzBtlqxXH0aL9iqd27jWYjpGb45vyfwJkzAZhwVGLl0c6zex7ZQ/6q9wEYddktPulPEIQhS4yPwjlHlmVaVnxObVY0TaEaUZhFEIYwb5O94cB4lKpja4B8QPZXUENZycc/wy6r0c17kqTwrit9ZFnGnpdPY6JyfMLxMHCUDs6ePXthIQCl0fRqZk+SJBanLmZH1Q5aU6MBsB461L9YcnMpjpHIiRzZr+t00A0bhjYpiTkVwawqXoVH9px4bFP5JpIPNWAfFocuLs4n/QmCMGSJ8VE459gOHsRx7BjL05u4ZNglogiZIAxh3iZ7T8iy3AKEAnNQykq/5LeohqiyvesYXrOWNWE3snjGuG7buGpqcDc2cjRaST6KTVZcx6vw2O0DGSpwMtmrizUSF9i7pOfytMsBWOXeh2Q0YjvY92TP43BgKK2hKjGAqADfDEiSJGGaOZOUI63UNJWzt2bvicfe3/UqI8plYuYu8klfgiAMaWJ8FM45zStW4NGo2ZTh4uacmwc7HEEQ/MjbZK9jw9VlwD9lWV4J6PwT0tDkdLmwfP441YQz/daneqx4ZcvNBWBXcAMAxUE2kGWc5eUDFuuJWAoKsJg0RCdm9rpCV4Ipgcmxk1lxbCWGEdnY+jGzZy8oROWW8WQO82mlsMBZM1HZnYwt155Yynmw7iDO7btReyB41kU+60sQhCFLjI/COUV2uWhZuYr9WTqykycyMsI3K2YEQfh+8jbZq5AkaRlwPbBKkiR9L54rAGs+foksVwHVkx4jKjysx3b2vHwAtgYeZ0zkGKrClORmMPbt2QsLKY2SSA/zfgnnqa5Iu4KSlhJah0djy8tDdrn6dJ22g0pxluBR3c+G9lXg1KlIOh2X1cTxVclXON1O3jr0FlOOaZACAzFOGO/T/gRBGJLE+CicU8xbtuKur2dNlp1bcsS+dEEY6rwdkK4DvgIWyrLcBIQDj/ktqiFmf3EVY/Kfp1yfwZhLf3zGtra8PDzx0Zh1MlekXUF1e1440McvyB4P9oJCjka4erVf71TzU+YToAlgV1gTstWKvY9FWmr2bMWsh9QR0/r0/J6oAgIwTplCVoGFZnszHxd8zOpjXzHlmBbThRciabU+7U8QhCFJjI/COaXl8xXYAtRUj01kTtKcwQ5HEAQ/8yrZk2XZIsvyp7IsF7Z/fVyW5dX+DW1osLvcbPvgdyRKdYRe9QdQnflbbs/NpSkpFIC5KXNxBQXgNGpxlAxssuesrES2WimLkvqc7AVqA5mTNIeVOuXcQNuhw326jq29OMuIyJw+Pf9MTLNmoimrJt0SzJ92/InkWomABjOBs2b6vC9BEIYeMT4K5xKPxULT6tV8m+XhulE3oVapBzskQRD8TCw18bO9BSVcb/+E6tg5mLIvPmNbj9mMo7SU4hiID4wnMiCS4aGpNEQM/PEL9oICAEqjenfswulmJMwg39QKAQZsBw/2+vmyy4Wu+DiVCfpeF4nxRscRDNc2pOGSXVzfpLxW00yR7AmCIAhDS+vX65GsNnaMCeDqjKsHOxxBEAaASPb8rObg1wRLVgLn/PSsbW0FBSDL7AluZFTkKABSQ1IpD3EPQrKnVOJsSQghwhDR5+tMjZuKrJJoGRbZpyIt9qNH0TjduNKTfVqcpUPHEQzjj8rEBsYyqViNPjMTbWysz/sSBEEQhMFU959/URcMI+YsJUgXNNjhCIIwAESy52eqsm040GBKnXrWtvY8ZbnjruAGRkeOBiAtNI2SYBvOygpkp9OvsXaKpaCApnAdSTG9r8R5qmhjNKkhqRTFyn0q0mI+eACAoNFj+xzDmXQcwSDtPsQXF3+EvD8Xk1jCKQiCIAwxroYGbN9t49scFTeNFMctCML5QiR7fuT2yCS07KXSOAK0hrO2t+Xl4wkyUh8MI9sPDx8eMlypyOly4zx+3N8hn2AvLORYhKfP+/VONTVuKttC6pFtNuxFvSvSUrNnCzYtJI+8oN9x9CRw1kxkq5XaF14Ap5PAmbP81pcgCIIgDIbGlStReWSscyeTEpwy2OEIgjBARLLnR4UVNeRQhD1uslftbXm5NCeFoVKpT5x7kxqSevL4hQEq0iI7HNiPHqU40t2v/XodpsZNJS9amZXs7VJOy+FDlERDTtSofsfRk44jGJo++hiVOHJBEARBGIIqPn2fY9Ewb86dgx2KIAgDyK/JniRJiyRJypck6YgkSY+fod1SSZJkSZIm+TOegVZy4Ft0kpuwEWefKZLdbuz5BRyLkUgNScWoNQKQFJREXbgGAEdpiV/j7WA/dgzcbuWMPR/M7E2OnUx1hAqXQdurIi2yx4O2qJzyeD1JQUn9jqMnqoAAjJMng8dD4IXTxJELgiD43fk+PgoDy1Faij73GHvHBzM9fvpghyMIwgDyW7InSZIa+AdwCZAD3ChJUpfa+ZIkBQEPAdv8FctgcR79DoAoL5I9R0kpss3G3pDmE8VZADQqDaHxw3DqVDhLy/wW66k6irOURkmkhab1+3rBumBGRIykMsHQq5k9Z2kpWpsLR3qiX4qznMo0W/kZBc4SSzgFQfAvMT4KHRzl5cgej9/7KfvXe3iA6CuWiuMWBOE848+ZvSnAEVmWj8qy7AA+BJZ00+63wLOAzY+xDIrwhj1UalOQAs9ezdKelwvA4XALoyI6L1lMDU2jNlwzYBU57YWFeNQSrsRoQvQhPrnm1LipHIiw9KpIi/mQMgsYONJ/Szg7BC9eTOi11xK8cKHf+xIE4bx33o+P5ztXbS0VjzxK0bz5NH38sV/7kmWZxhX/JTdZ4tKpt/i1L0EQvn/8mewlAKdORZW333eCJEkTgCRZllee6UKSJN0jSdJOSZJ21tbW+j5SP6hutjDKnUtzlHcrb2y5ecgaNeWRMCrq9GQvlfJgJ/aSAVrGWVBAbaSO1MhMn11zatxUjsTKyHY79qIir55TvWcLTjUkjPZfcZYOmrAw4n77G9TBwX7vSxCE857Pxsf2tufcGHm+kj0eGj/8kKJLL6N19WpUgYGYN2/2a5/mA/sJPN5M1YxM4ky+P69WEITvt0Er0CJJkgp4DnjkbG1lWX5FluVJsixPioqK8n9wPlBwYDvBkoWAdO/Wxtvy8miND0Gl1ZEZ2jnJSg1J5XgYOMtKkd1uf4Tbib2wkOIIl0/263UYHz2e8ngdALaD3i3lNB/cT2kU5MSO8VkcgiAI33e9GR/h3Bwjz0e2/AJKbrqZqqd+jSEnh+H//S9B8+dj2bUbWZb91m/eB8twqmHkNXf7rQ9BEL6/NH68dgVwalWNxPb7OgQBo4Bv2vdjxQLLJUm6QpblnX6Ma0C0FHwLQPzoOV61t+flUTJMxYjwEWjVnQuEpIak8lWYBE4XrupqtPHxPo+3g7vNjLO8nGOzVIwP812yZ9AYiMkaj02/Dduhg7D06jO2l2UZTWEZZZlaLgkSJaIFQRhSzq/xsaEYKndDRLpy0wX23LalEkq3tt+2KM/tiUavXC8yAyIz228ZEJoC6j68vakvgmOboK0WLPWn3RrAaYaYUZA8DZIvgMRJoD/7weQei4W6F1+k/o03UQcHE/fM04QsWYJkqccYC80NDThW/Bl9/GlbPiQJIjIgYQJoA3r/ekDZNrF2MwezDFyXvahP1xAE4dzmz2RvB5AhSdJwlEHsBuCmjgdlWW4GIju+liTpG+DRc3Ig64apegcNqnDCI4efta2rrg5XbS0HxulPnK93qmEhw6gNUwEeHKVlfk32HEVHACiNgutC+3/swqmmJlxAUcwWgg7sO2tbV2UlOrMdW1qK2EwuCMJQc36NjysehOKNJ78OSTolQcsAJCjbpiR3Te1707VGJZkafzNIPYwBjlYlQSv4Eva8c/J+lVa5dtLkk4lZaIqSPJ3K44HKPZC/EvJWQm3eycf0wWAMB2MEmKIhegSodUr7jX8A2QOSCmJHK30kTYHokRCeChrdicvY8vIof+B/cJaXE7L0aqLvugZN1bfwxqVQtpWAZgmIwfLJn9GnWbp/nSotxI9XXkfyNEiaCl7UAgAoW7+KwFYH0oVj0ax9Csq2g9OivK4ut/DOXweEe3VGcBcOM1TsOpm0W+rbk/LMkz/3iLQ+J7A9ctqg4Si0VoIhFALClNdhCOn6sxeE84jfkj1Zll2SJD0AfAWogddlWT4kSdJvgJ2yLC/3V9+Dzepwk2Y7SE3EeMK9+A/GlpcPQGGUk5sjR3d5XK/WIyXGAWU4SksIvGCqr0M+GUtBAQDlUSqGh5w9Ue2NKbFTWB0rkbOnANnpPOMRB5b2qp0BOV0K1AmCIJzTzqvx0dIAxzbDhNsg7WKoK4S6AuW2+x1ltgzAFKMkM1PvVf6MHQ3qXhyDY22EuiMnr119EA5+BrveVB4PilOSpORpEJoER9ZB/ipoPa4kk8Omw8Q7IGO+koyekrB1YWuB8h0nE9Tdb8O2l5XHJDWEDYPITFqrAyl7czvNeg8rbw8nPuILpn70T8bY7WhjJM5y6AAAIABJREFURsOsn6HLXIh66wNYI+cT9vAvOvfjcSmvoyNp2vYyfPc35bHITCWx7DZJC1NmREu3UPTmekx6mGFeDdvWQfwECE5UErCmMuVPW1PPr1Ub2H0fp99nbVRiLNsKx/cpsSNBdA4ExUD5djj4b6Bjuaqk/ByCE5WkuTsqdc/9qjRKol9/ys+8seSU6596HY2SuHaKu5vrBoT1HMuZyDLYGpXf9VNngi31yvdFF9h9Im0MVz5A6H2HYG/r2lfHTaXpOYHva4LttIK1m9dnqQe3s5vvZ/vX+iCgD4m223lafx19NoCjDQJCu/l+Rij39+ln6AFrUzcz+u3/PnRBZ/5d7AtTDIQknL2dD/hzZg9ZllcBq06778ke2l7kz1gG0uG8w0yU6igYNs2r9vZ85dPEY9FSp2MXThWenIlLXY7TzxU57YWFOHVqdImJJ87685VRkaN4I9GAtN2KvagIQ3Z2j22rvvkKlwrix3j3PRQEQTiXnDfj45G1ILthwq3KTN2pZFlJttyO7mfeeiMgTJnJS5p88j6PB2pzlYSsI2E6/B/lMa0R0udB9mWQsUB50+YtQzCkz1VuoLwxrT50MumoK6Rh3QGqN1oojZZ49WrQBNSxXKvjpfgYAtR6JsSMYmpULBcYAgiaNBnL/kMQ3E3xlNAkyLpE+bvTpswslm5RZuhaKqDqIFjqwNW1YKtTE0bYkQAKxpiYfMcbEDeu+5k6t0tJSix1XRMHS4Pypttcp/zZUKTcZ2/peh2NARImwfSHlKQ6cbLy5vtEQFYlQWv/HlFXAK1VPX+fnVaoOnAyaeqOJgAi0yFhIoy5QZk5DEkEe2v3b9zN9Uq/Ha9N9kMdBEl1yqxiqNJP5V7l++t2+L4/UGYvO5Ie2Q11+ScTI3849UMAlQaaStoTo2b/9KfWnZKwGpXfG0u98jsp++HoEkl18vtpCGn/Ge5W/h14nL7pY/pPYP6vfXOts/Brsne+qju8AYC4URd51d6Wm4cl3IgUrCMluPv9acPCU6kO/ZoQP1fktBcUUhWtJS3ct0s4QTkz0DR6HHy6BduhQz0me87KStzLv2L9GIlFCWN9HocgCIIwQPJWKp9gx0/o+pgkQbD/tiWgUkHMSOU2ub04SXO5MgPUj31wXai1ED8O4schu91UP/0MjRu2szdLzzvXhPLPiQ+RkDKbZo2GndU72XZ8G9uPb+e5Xc8B8PeURUSvrsBZVYU2NrbnfrQGSJmm3E7nsHROaoLj2f3F5wQ7XyfmhjuU2dIe49eAKUq5ecvl6DzzojVC7Jgzz4hqAyB2lHLrLbdLmWHpSNJcNmUpaHCi8nPuC48H7M0nZ4ysjX1LHCRJSeo6kh9DiDIreTpZVpa4nppIe7w7iqoLvanzjGRPs+BO28mfk7kOXPa+9afRd57N6unfzokPDtpfo721b/2pNJ1nYHWm7j8M8njafy8aTs7C9aXYkSSdTNCN4aAP6f73SpaVBPrEz7Cx7z/DcN+unjsTkez5gbpiGxYCCEoZ71V7W14uZbFqRkaORNXD9HNaSBpVoZBY7N2xBX1lLyzgSKLTp5U4T5U9+iIs+i3U79lO6NKl3bapfell3LKHry4K5l4fLyUVBEEQBojLriyXHHV1r9+Qy7JMq92FSpIw6X34ViUkUbn5gcdspuKRR2n75hvWTQvk04Um3rj0LRLaP8QNAeYmz2VusjIjWGup5a7Vd7HKcYzbAcvOXYRcflnfOtcZlVvoybo/DSvuwRWiYtqiu/r3wrqj0UFQrHIbCGoNBEYqN19Rtc/ABYQpiaO/SZKSpOlNEDZAhee0BtDG+/dDlVP15YOD/lCpTiaF+Od9ayeSpCxN1Qcpy7XPESLZ8zGPRyaxdR8VppFkeFENzGOz4Sg+xqEL6HKY+qmUipzgPliBLMtIfths7Kqvx13fQOk4FbPDfD+zB0qRln0xEmn7d3f7uKOkhKZ//5s14+G2OQ+jVfViz4YgCILw/XHsW6WIStalJ+6SZZnaNjtlDVbKGiyUNVioarHRaHHQYHbQaHbSYHHQaHbg8shoVBIzMiK5bHQcC3JiCTF+P8cEZ1UVZffeh70gn48Xh7FuoobXF77a42odgChjFJcMu4SXG1/kjkAjll07+57snaaqooCkQ3WUXD4WnVbvk2sKgnBuEsmejxWVVZIhl5IXf7lX7e2FR8DtpjhaxY3dFGfpkBqaSlWYhMrmwF1Xh8YPZynZCwsBpRKnv2b2MkIz+CIxgBHbK7st0lL+t7/gVHk4sngcP8m8xi8xCIIgCAMgfxVojWxjNMve3KEkd40WbM7OS+XCA3XKzahjWKSR8cZQwtq/rjPbWbn/OI/9az+/VB9gVkYUl42JY256GAEtTegSB6bAwZm4m5s5dv0NuNtaeeWWKLalOHht/jLSvTi+aH7KfF7c9yLNmXHodu7yWUw73nuedBlG3nivz64pCMK5SSR7PlZ2YAMZkkzEiFletbfl5QJwLEbq9tiFDoHaQOxxYUA9jtJS/yR77ZU4K6O1DAse5vPrA0iShC4nG/V3u7EVFnaqtmkvKsK66itWT9Xw2CW/73FJqyAIgvA9J8uQ/wVy6hwe+28BFoeLCclhzM6MIincSFJ4AMnhRhLDjBi0Zz5e5/FF2ewrb2bl/kpW7j/OurwabjiynpvyVvPhw38nIDqS8EAdYUYd4YFawow6Qoxa9Bo1WrWETqNCp1ad+FMGalvtVLXYqGmxUdVso7rVTnWzjXqzA08Pe35UkkRIgLZzX4E6og9sJ6i6mlduj2NzkpmX5ixjRMSILs93uj3UttqpbrFR3d5vbZuLUE0i34aZuXRPFZ9vzsMYEUagToPJoCHUqCS9ATrvjyDyyB40azZTE29k9oTZeDwyFqebNpuLNrsLnVpFWKAWk17jl1VCsixjc3posyv9ybJMeKCOYIMWlco/RyDYXW7MduU12l1ujHoNJp2GQL0ajVq8lxDObyLZ8zFX8RZcqIjJme5Ve3tePg6DBjk2khhjzBnbGlKGA/U4SkoxTpzog2hPi6WwEKtJS1j8sC4Hu/tSwqTZ8OpuynasJ/OUZO/QH54ELUTefZfPj30QBEEQBlDVfmip4OioByndZ+Ev14/lqvF92ysnSRLjkkIZlxTKLy4ZwZ6yJhoe+QSty4m06Ws+SLoAi6N/VRU1KomYYAORJl2PCYnHI1NSb6bB7KDFdrIoww0F67kN2BTaSOORO1l6oAKd+jiBejUmg4YArZoGs5N6s71L7Qi1SkIdnsW22LVcCrzzynK2xXX94NegVRFu1CnJX6COUKMWtUrC4fLgdHuwuzwn/q5t+panyhx8MHUM9z35JeYevjdatdSetLYnryYdAWdIvN0eGYfLg8Ot9NXRn8PtwepwY25P7swON25P14RZJUGYUXdi1lZJOLU9FmH1eOSTfbnb+2rv1+5SksmOPp3unotyGLQqTHoNgXoNRp2GvuabGrUKffuHBic+RNCo0aokXB75ZHynxdyXeiHC0HfNxETumD4w73VFsudjkY27KddnMEwf5FV7W14eFTEacqJHnfUTtqjhObilnThKfV+RU5ZlrPv2UxGlJt1P+/U6jJ9wCdX6v2DZ/R2Zt90PQP2BXQRs2M36iyP44bT7/dq/IAiC4Gd5qwCJt+qyCNI7WDSym2MF+kClkpiYEsaRluM4gR86j/C73zyFzenutO+v2erE4Xa3v+mWTyYmLuXNd1SQntgQPdFBBmJDDIQbe07yuuN0e2iyOGm0OKj6+btUh8JlGY8wfPT09hmtk8mPMqupIzrYQGywgdgQPTHBBmKClX4LG9O58bO1eNQqfpPqxnrndMx2F602F81WBw1m5ymvzUGDxUF5owUZ0Ko7z1oadRpGH12DB5Bm3sL1MYmYDBpMejWBeg0mvQaHy9N+PeeJ6zWaHeRWtmB39VyNUqWivS81uhPJjgqTQYMhRN3ej+ZEYmVqT3YBGk99De1/Hquz0GY/cyVDfXsfSoLV/hqNGnQaFUHt/QTqNQQZNATqlNeo16qxOpSfQZvNhdmh/BzabK72DwV6n33JMjg9Mg6XG6vTTbO1c7KrUUknY2z/WZj0GrRqVZ+TS2FoCzIM3P5jkez5UE1TCyPcBRxJuNar9rLHgy0vl/wsO6PPsF+vw7CINGpDwHC0gOj+Bnsay/Yd2AsKWL9QRZaf9ut1SApOYneCgZC8Iyfu2/v7xwnRw8xH/+jXWUVBEARhAOSvwpU4hU9y7Vw5PqFXyxDPxmM24ywrQwoJxrpzF87jxzHExREXEkBciI+OUzgLrVpFVJCeqCA9reVlHIqSeHjGYkL0Ib2+VmZ4BomRqRxPriI9dz9ZSaFnf1IPrC4rm9+spH5ELL++e0GfryMIwtAhFjL70JF93xEgOQhM924Jp7O8HNlsoSRGOmMlzg5poWlUhUlYS472N9Qu6l9/DTk0mG9GS15tKu8vd+YwwstbcNqs7PnmE+L3lFN2+XhGp4pD1AVBEM5pzeVQtZ+DgRdidbq5dpJvjzqwHzkCssz7k5SDxFtWfeHT6/eGx+HAUNlAY3xQnxI9UJapLkhZwM5YM9aDB/HYuh6Q7q29B9aSUCdjvMi7ugGCIAx9ItnzobbCzQAkjpnjVXvbYaU4y9GzFGfpkBqSSnUYUFaF7MNF4LaCAswbNlJ32RScWomMUP8u4wSIGDcZrRsO7FhJyXPP0GZUMf+xv/q9X0EQBMHP8pXk6/W6EaRHmxjfj5mq7tjy8wHYnOGmNS2GlpUrfXr93nAcPYrKI0Na/85NWzBsAYcTAZcL6779fb5O8TcrAMiYd3W/4hEEYegQyZ4PBdXspEodhy7Mu8Mrbbm5uFUSUlqKV58IhhnCaIk0orHYcTc1ddtGlmVqXllG29atXsfd8PobSAEB7J4ejUFtIMHk/1LW2RcqR1Psf/FpsgosqH5wNabQATqEUxAEQfCf/FU4QlNZXmHiukmJPq/4aC8oxKaTqA2FtZk2bIcPYy8u9mkf3mrNPQhAcM7Zt2KcSUZoBtYRKcgSWHbt7PN1PDv3YQnUEDyif/EIgjB0iGTPR6x2F5n2g9SGTfD6ObbcwxyPUpMdc/YlnB1UyUoi5iwr6/bx4x++S/1zz3PkgR/jamg46/WcVVU0f/45oUuXctBVQmpoKmqV7/ZW9CQ6YzTWABVT91iwBusZf+8v/d6nIAiC4Ge2FijexJ6AaahVEleO9/2Hh625BymJkpkcN5Uv09qQJYmWlat83o83ag7swKmG5BFT+3UdSZKYNeISSqMkmrd7/2HtqaraqkgubME6Og1JJd7eCYKgEP8b+Eh+7h4ipBY0w7zfc2Y5fIgj0W5GRXqf7AUOU/bT2Uu6VuS0FxdT//SzHIkFtcXOsd/+6qzXa3j7HZBlzEvnsqNqBxfEXeB1LP0hSRLWNGUGNPrH96IKGJhN9YIgCIIfHVkLHiev1mQzJyua6CCDTy8vyzKOggJKoyR+PPbH6GJiqUgLpmXlSp9ub/CWOe8wFRGQFZ1z9sZnsSBlAbmJYNu7D9l15iqV3dm5+3OiWiBypndbSQRBOD+IZM9HGg5vBCBh7MVetXfW1CDXNVAcI/Uq2YvJGIMHaC7K63S/7HCQ/9C9WFVuDj56Of+drsb5xVraNm7s8Vru1laaPvqI4IULebXuv+jVem7NudXrWPor6/Kb0WakE3/z7QPWpyAIguBH+V/g0IWyzjzc54VZAFzV1ahaLZRGS4yMGMm1mdeyKr0VR3Ex9ry8s1/Ax9TFFVTGaH2y/SEzLJO6rGjUNge23N6/lqqNawAYNmdxv2MRBGHoEMmej2gqttMsBRGc6N2ne/ZcpThLSayKrLAsr/sZFpVBQ1DXZK/i+T+jLSjhP9fE88glv8Pzg6uoiJSoePIJ3G3mbq/V9NFHeMxmbNcvYlXxKm7IuoGIgAivY+mvyNtvJ33FClR6/YD1KQiCIPiJ2wmFX7FLP5Vwk4GLs319SBDYCwoAcA6Px6g1sjRzKTuztXjU0oAXanE3N2NstGIfFuuTfYmSJJE8YyEAdVt7/qC2Ox7Zg3ZvHpZQA/rhA3NQsyAI5waR7PmAxyOTbN5HhWksePkfvq092ZMyhmPUGr3uKzUklaowCUdp6Yn7zFu30fLG26wdJ3H9j55Dp9Zxx4R7WHapBnd1DbXPP981ZoeDhrfexjjtAl51fI1eree2kbd5HYcgCIIgdFK6BWzNvNOQw5XjEtCqff8Wo6MSZ+iIMQBEBkQydcQ8DqZqaFq5EtnT86HgvmZtj0Wfkemza84efxVVoVCxeW2vnpdbd5jMow7c43N8XhBHEIRzm0j2fODA4YMM4zjOxCleP8d2OJeacDVpCb2rmBVjjKE+QoP6eB0ArsZGjj36UyrDwHH/zYyNGgtAUlASmbMWs2aSlsb33sOyZ0+n67Ss+BxXbS3OGy4flFk9QRAEYYjJ/wKXSsc37tFcOynJL120HD5AXTCkJ487cd/1WdezIduN+3gV1r17/dJvd6oObAMgevQkn10zKyyLslQT2oNHerUHce/2FYRaIH6WOEhdEITORLLXT7a6EiL+fR1W9KTNuNbr55kPHaQo2kNORO82dUuShCs+CkOLDXdbGxVPPoGnsZEPb4jjvmkPd2p79+i7eW+mjDXcyPEnnsDjcAAgezzUv/46+uxsXgvYIWb1BEEQhP6RZeS8lexWjSEjMYas2CC/dGPOO0xJlLJfr8OkmEnUTUrDqZFo+XzglnI2HNpLmwHSMib77JqSJGGcOBFjm5O6PO8T1/rvlGWf0TPn+SwWQRCGBpHs9UdtAfZl8wj2NFGw4B1MCd4lbu7WVjwVlRTHdB6wvKVNTla6f+4vWNas44NZKu659hkCNJ0rWg4PGc5FWZfw4gIPjiNF1L/yTwDaNmzAUVSE58bFrDr2hZjVEwRBEPqnJhepqYT/WMf6bVZPdjhQlR6nNFoiOzz7xP2SJHHV2BvZmQ4NX6zsUyXLvnAfOUpZlERaWLpPrzvyYuWD4/1rP/KqvdlpJuRAKZaoIHSJ/j8nVxCEc4tmsAM4Z1XuxfnWVTgcLj7JfpH7Llzo9VNtpxZnCfe+OEuHkNRMYCuN77/PgWESupuvYUpc90tI7x5zN0uPfUHV9ExYtozghQuof+01NHFxvB6dj75SzOoJgiAIZ1f1ycOYStYREBKN2hQJxnAwRii34/sB2CRN5Odj4/3Sv724GJXbgy0ltste98Wpi3ls9B+YlteMees2TDOm+yWGDrIsE1BaS/OEUPRq3xYZyxo7h52BKpq2b/Gq/Y6KbeSUetBcPN6ncQiCMDSImb2+OLYZ+a3LqbereTjwWe5YekWvnt5RiVPOHN5lNs4bcZnKf+htARIfXhvNI1Me7bFtZlgmc5Pn8vS0alSBRsruux/rzl1w/WJWln3J9VnXi1k9QRAE4Yxkh4XQQ+9Q0eJiW5mFsuJ8rLlrkLe+DGuehIP/YjfZTBiVQ0iA1i8x2NsLohizu66iMelMJM5fgkUPdcs/80v/p3JVVqK3uZFTk31+bZVKhSUnhciCGppsTWdtf2jbSkw2SJy9yOexCIJw7hMze71VsBo+voUaVTRX2x/jH3deQoBO3atLWA/n0hSkIiVlTJ9CSI0byTvTJPYPk3howa8J0p15b8Q9Y+7h+tJ15P5gHll//xJVcDBvp1Wiq9Zx+8jb+xSDIAiCcP4o272aZBzsGfEYBaYprDpwnKomG3qNxKLMYIYbbSzb2cw/J/pnCSdA4+F9ONWQmNP9HrlrRt3I15kfM2PtWjx2u1+P9ak7tJv/396dx0Vd7v//f1wMq4qKIC7hvhSgOBgiqZmaa5pKGqh5ijotnshvm9axny3SclzylJ+yk0ulpwy3ssxjmeWGGwqCoKDiQgEihqmAC+v1+4NxAgEFAYfldb/dvDkz7/f7mtdcMjy93sv1BmjiXrFJ1srL9Z4BqP2n+CViFeP7PXPDdS/vLZwoprFf9R7NFELUTnJkryJi18LKiVx07MSIjNcYN7A33m2dKtxM1qEYTrpqPF0qfr0eQOtGrdk4rBkdBo3mvjb33XR9D2cP+rv1Z77zfho/NhnDi0+xPvVnJtwl1+oJIYS4uQsHN3BJ23H/8Id440EPdv9zEGum3MOEXm3ZnXSVDyOyadbUiT6dqi9TLh4+SIozuLcofYB1Z7M7SevTBevL2WRu315tdQCkxhQOsO7o0ada2u/Q/wEAdm9cyrkr58pcLzkzmdZH/+TqHc7YtKj6+xoKIWo/GeyV18lt8M2T5LbuxYMXX6VVazemDupS4WYKrl4l/9RvnGpBhWfivMZgZeC7Md/xdt+3y73N015PcyHnIr+MduMztxPYWslRPSGEEOWgNS3SdhBr501zp8YAWFkperVvxqwx3dg7435WPe3Hssd7YWVVffd408cT+d1V4d7Mvcx1fEc9ycUGkPjNl9VWBxTOCnq2CdzpZrz5yrfA/q67oLkzg/ZcYm74nDLX2/17GO7JmgZ+ftVShxCi9pPBXnnk58LGV9BO7XjReiZnsm35d4ARW+uKd192QgKqoIDfWxq406nik7Nc4+LggrVV+c/C7dG8B36t/FgSu6TwvnpyVE8IIUQ5/PlbLC0K0rjUdlCpyw1Wit4dnenSonputwCF95S1O3+JzLbOJSZnKWpwx2FEeTpgtfsAeefPV1s9hlPJpLW0x8m+4mf3lIeytqb1K6/SKVVzZf3/2JG8o9T1TuzdhEMOtOw/pFrqEELUfnLNXnnsWwLpR9nT6yM2hF3ktQfuuuV7CF2NM03O0qUD9tb2VVnlTT3j9QyPb3oce4O9HNUTFZKbm0tycjJXr161dCmijrK3t8fNzQ0bm+qZ3EPcuqTwdTQD3HzHWKyG7GMJANh2vfEZNbYGW2wefhCriNWc+Pe/uPPtuVVei87JoXFqJtmD21V520U1HjWKP1d8zeQdsbzdcxZ3B66noU1D8/K8gjwKIg4C0NC39Bm5xe0hGSmqU2XzUQZ7N5P1B2ybzZW29/HMPld82zfh7/063nJzV+PiuGynaNWlRxUWWT4+LX0Y23ksnZt2lqN6okKSk5NxdHSkffv2KFV9p2mJ+klrzblz50hOTqZDhw6WLkdcx+HUrxxT7ena5dbPRqmsc4cKJ0Rp3s3npuuOG/oCK1d9x73fbCD78X9g17Fqf6Yyjx/FUAB2Nxl4VpZSipavz+TK+Ifp//MZ/q/L/zGj9wzz8kPph+hyMpucjq2xdqqeI4yifCQjRXWpinyU0zhvZksIOvcSL2dMABTvP9wDQyWuScg8HMPJFuDp0q3qaqyAt/u+LffVExV29epVnJ2dJcREtVBK4ezsLHvFa6DsrD/peCWW083vtej3P/1QBBkO0KVT6TNxFuVk70TT4CnkWGvi35lx0/UrKil6JwDNu91d5W1fz8HTE6fx43kgUrNj59dEn402L9ubuIM7kzVOffpXex3ixiQjRXWpinyUwd6NnI6CA1+yq9k4Np5pwvsBPWjrXPa1Ajej8/PJTThOYiUmZxHCUiTERHWSn6+a6cTeH7BWBTh2f8CideQmHOc3V4W7S/myc7zfk2wb0Ay73QfJ2Fu+m5OX15+Ho8mzgo5et2eQ1fzFFzA0aMhTWw28tetNcvNzAUja8yu2+eDUVwZ7NYH8DhPVpbI/WzLYK4vW8OOrXLVrxj+Sh/BM/44M82xZqSZzTp3CKjuX31ta07VZ1yoqVAghhKgeOXE/cUE3wtN3sMVq0Pn5OPz+BxfuaFzsmrUbsbGywef5WaQ3hmMhr6ELCqqsnrzjJ0h1saKNU/sqa/NGrJs1w3XqVNyPZ9M08jhLY5dyMfsiDjHHKbBSNOh186OdQoj6SwZ7ZYldA0nhhFwZj3sHN6YPq/y1Clfj4gAo6NoOO0P13exViLro3XffxdPTEy8vL4xGI+Hh4eZl6enp2NjY8Omnnxbbpn379tx7773FXjMajXTrVnga9bZt21BKsXTpUvPy6OholFK8//77AAQFBdGhQweMRiNGo5E+fUreVysxMREHBweMRiMeHh48+uij5ObmllgvODjYvM619Y1GI2vXri13P6xbt4558+aVe30hbpUuyKftn7s40sgXeztbi9WRm5SETU4BqnPFrlfp32kwEWPvouHJM5z+dmWV1ePw2x9cdGuKlbp9/4VymjgR286d+Mc2e76IWkTokVA8fyuAOztiaNTottUhai7JyEKSkSXJBC2lyc6i4OfXOWbVmc2GwfxvojfWhsr/Ur8SF0eONbje5V0FRQpRf+zZs4cNGzZw4MAB7OzsSE9PJycnx7x8zZo1+Pn5ERoaypQpU4ptm5mZSVJSEm3atCE+Pr5E2926dWP16tU8+eSTAISGhtKjR/EJlObNm8f48eNvWGOnTp2Ijo4mPz+fIUOGsHr1ah555JFi6yxcuBAoDL5Ro0YRHR1dWlPk5eVhbV36r2d/f/8b1mFJ+fn5GAwGS5chqkjSoV205SL5nYdatI4/YiMBcPKs+MRmo6fMI37zaFrNn0+rkf5YOThUqpbcixdociGH3zu1rVQ7FaVsbGj52mvkPPF3xu5vwNK8j/niNDR7YsBtrUPUTJKRf5GMLEkGe6XQYfOxyjrDzNxZfPT3u3FtXDW3SMg4dJDfm4O7q2UmZxGiKsz64TBxpzOqtE2P1o1580HPMpenpqbi4uKCnV3hEXEXF5diy0NDQ5k/fz6TJk0iOTkZNzc387KAgABWrVrFtGnTCA0NZeLEiXz55V83XG7Xrh0ZGRmkpaXh6urKTz/9xAMP3Pr1SQaDAV9fX1JSUiq0Xb9+/ejVqxdhYWFMnjyZDh068N5775GTk0Pz5s356quvcHV1ZenSpRw6dIgPP/yQyZMn4+zszP79+zlz5gzz58/H39+f/Px8goOD2bZtG23btsXKyoopU6YwduzYYu8XKLlOAAAgAElEQVT5wQcfsGTJEqytrfHy8uKrr74iMzOT5557jqioKABCQkIYO3YsX331FXPmzEFrzejRo3nvvffIy8vDxcWFoKAgtmzZwqJFi7C2tmbatGlkZWXh6urKsmXLaNGixS33p7Ccs5HruUMrOt9juVsuAJyJ2Yu9gnY9+lV4207NOrPl8aF0em8Tx/4zn7temlmpWlJiCq//a+zevVLt3IqGffrgOGQwY3ZsJ81OY10Ajvfcc9vrEDcmGXljkpG3PyPlNM7rnTtBwa6P+Ca/H4OHPohfx6q5RYHWmtwjRznVQuHpXPYXVghR0tChQ0lKSqJr1648++yzbN++3bwsKSmJ1NRUfH19zaFV1Lhx4/j2228B+OGHH3jwwQdLtD9+/HjWrFnD7t276dmzpzkwr5k+fbr5dJLr90Re7+rVq4SHhzN8+PAKf878/HwiIiJ44YUX6N+/P3v37iUqKoqHHnqI+fPnl7rN2bNn2bVrF9999x0zZhTOPLhmzRpSUlKIi4tj2bJl7NlT+gQVc+fOJTo6mpiYGD7++GMA3nrrLZo3b05MTAwHDx7kvvvuIzk5mZkzZ7J161aioqLYtWsXGzZsAODixYv079+fmJgYevbsyfPPP88333xDZGQkkydP5vXXX69wP4iaoWnKNo7a3EWLlq0tWsflI/GccQL31sZb2j4gcBYH7rIle3kouWfPVqqW1IN7AXDrUfJUtdvB9dVXMWjF078otLWBBj17WqQOUbNIRkpG3ogc2bvO+e9ewabAwJ4OU5nX/9bvp3e93JTTWGVd4feW1nRxqt578whRnW60d7G6NGrUiMjISMLCwti6dSuBgYHMnj2boKAgVq1aRUBAAAATJkzgiSee4OWXXzZv6+zsjJOTEytXrsTd3Z0GDUrOqBsQEEBgYCBHjhxh4sSJ7N69u9jy8pyicuLECYxGI6dOnWLkyJF4eXlV+HMGBgaaH//+++8EBARw5swZsrOz6dq19Emdxo4di1IKLy8v857SnTt3EhAQgJWVFa1bt+a+++4rdVtPT08mT57MmDFjzHs0f/nlF7777jugcAYwJycntmzZwqBBg8x7iydNmsSOHTsYPnw4tra25tNm4uPjOXz4MIMHF07mkZ+fX2wPsqg9zqcl0TkvgZ1tn7V0KdgknuZ064Y0sr21a9Oa2DXB/v89hdVzCzk4+zV8/r305huVIetIHDZ24Nm19y23URm2bm40+/sTnPvPpzj43F3p01JF1ZOMLJ1kpOUyUo7sFZERsRqnpF/4yjaA1yfeX6XT6F6NL5ycJb9LO2wNlrvQXYjaymAwMGDAAGbNmsXHH3/MN998AxSenrJs2TLat2/P6NGjiYmJISEhodi2gYGBBAcHM3HixFLbbtmyJTY2NmzevJn777//luq7dj3CiRMniIyMZP369QA8/vjjGI3Gcp320rDhXzMNBgcH8+KLLxIbG8snn3xS5j12iu5h1VpXqOZNmzYxZcoU9u/fj6+vL/n5+RXaHsDBwcH8u1JrjZeXF9HR0URHRxMbG8uPP/5Y4TaF5Z3cU/ifmeY9S+7lv50KLl3CMf0KeR0r9x+iMQOmEH6PEw4/7iLzyOFbbsfqVDJnWzngYGO5QZbLU09h5+5Ok1GjLFaDqHkkIyUjyyKDPZNLJ/dityGYKN2F/o++ThMHmypt/2pcPPkKnLvJ5CxCVNTRo0eLhVN0dDTt2rXj2LFjZGVlkZKSQmJiIomJicyYMYPQ0NBi2/v7+/PKK68wbNiwMt8jJCSEOXPmVPriaRcXF2bPns2//vUvAL744guio6PZuHFjhdq5ePEid9xxB1prli9fXqFt+/bty9q1a9Fak5qayo4dO0qsk5+fT3JyMoMGDWLu3Lmkp6dz+fJlhgwZYr5IXmvN+fPn6d27N1u3buXcuXPk5eWxcuXKUveEenh4kJKSwr59+wDIycnh8OFb/4+1sByr4z+ThjNduvtZtI6zhyOx0tDorsodLbG2ssZz+ltctoPYN6fdUhtaa5qmXORqO9dK1VJZVg0a0HHdtzhNmGDROkTNIRkpGXkjMtgDsv84Re5XgaTpplx66Es82lT9L/ILsQdIcYY7W1X8sLUQ9V1WVhaPPfYYHh4eeHl5ERcXx1tvvUVoaGiJmbfGjRtXIsgcHR159dVXsbUt+6h6nz59SlycfU3R6xGMRiM5OTlERESYZye73tixY7l8+TJhYWEV/KR/eeutt/D396dXr14Vvng7ICAAV1dX3N3dCQoKwtvbmyZNmhRbJy8vj0mTJuHl5UXPnj2ZNm0ajo6OvPnmm6SlpdGtWzeMRiNhYWG4ubnx9ttvM2DAAIxGI35+fowcObLE+9rZ2bF27VpeeuklvLy88Pb2Ljb9t6gdcnOu0iVzP4lOfbGqgpmoK+P3qJ0A3GGs/DVy99w1lOiRXXA6mMiWf/0/883Jy+v87wk0uKqx6yqXYoiaRTJSMvJGVEUPaVqaj4+PjoiIqLL28i6d5+yH99Ew5w/237+Kwf37V1nbRcX29WN3ywzuXbwWD2ePankPIapLfHw87u7uli5DVEBWVhaNGjXijz/+oHfv3oSHh9O8eXNLl3VDpf2cKaUitdY+Fiqp1qmKjDy06we6bZ5MVJ+FeA+dXEWV3Zpfnp9As60H6bxvL43tm9x8g5s4nZHCnqcfxiP6PKH+zvg8+QojO4zEYHXzoxWR3y6mwWsfkPHhP+k9/LFK1yLqDsnI2qe2ZWRl8rFeT9Ci83I49cl42uck86vPfxheTQO9vHPnsD53kd+9renSVPYICiGq34gRI8jIyCA3N5dZs2bV6BATNUtmzP/I0dZ0vcfy14Spk7+T1tKOnlUw0ANo3fgO/JdvJfaJSQR+F8d8qxl83utzgr2DGdx28A2v1T93OIoGQIee1fN/BSHE7VOfMrJaB3tKqeHAAsAALNVaz75u+UvAk0Ae8AfwhNb6t+qsyUxrYhY/SY9LEfzU+XWGPxh4821u0dW4wptU5nduh42haq8FFEKI0lTm9BhR/WpyPrY+G8ZRhx50d2x6O96uTFprmiRfINmnTZW2a2VnR/fF/+W3x59g2vo4ljS7xEsXX8K9mTvPeT9Hvzv6YaVKnr6ad/wEfzaxwt21Q5XWI4S4/epTRlbbyfhKKQOwEBgBeAATlVLXn78YBfhorb2AtcDc6qrneuEr3qLH2e/Z6vo3hk1++eYbVMK1mTibyuQsQghR79XkfPzt+GHa6WSutr+1GfeqUvrvR2l4RWPX9c4qb9uqYUPaLPoUu7btmPL1ed5v9SwZORkE/xrM4DWDmb1vNtFnoynQBeZtHH47y0U3yw6AhRCioqrzymtf4LjW+qTWOgdYCYwpuoLWeqvW+rLp6V7gttyQae+Gz+l9/EMiGg2k/zMLqvQWC6X5MyaSs02gS9tbuyGsEEKIOqXG5mNKeOEtF9x6lz4Rw+10MnIrAK5evaqlfWsnJ9p+thSrJo3pMGsF33h/zNz+c/Fq7sWao2v4249/Y+jaoczdP5cDKftwOZuN7ti2WmoRQojqUp2ncd4BJBV5ngzc6C6kfwdKvdmEUupp4GmAtm0r94t21YIXsfvxR75yuIMrTmfY9cJ9XGpo4HIDA5caGsi3t6WDwZUOONM6z5HmOXbYZ+VScOEC+RkZUFBQesMGAzZud2DXoQO2HTpi17ED1q1aoaysuBofz6kWCj+X23+jTSGEEDVOleUjVG1G/rYulOSrrbly4oli2XjtsUMjJ9o3bkf7Ju1p17gdbRzbYGewB8CmhSuGppU/8pWTn8PuI5tJ/+ZrPIHOdw+qdJtlsWnZkrZLP+O3Rx4h9akpDP76a0YMHEFmdiY7o78nJmIjf4Z9xd7UZQwsgMZ3dau2WoQQojrUiAlalFKTAR+g1FvYa60XA4uhcKaxyryXs9YYrljRMtMOh1OXsL2aV8paJ82PrgLn7BXZjnbg2BDKmLHLkF+AY1QkVlmXza8pe3ts27fH+vQfJN1rwyNNO1WmdCGEEPXMzfIRqi4jdUEBjrnWNL6oaPBHNvZZORjyr28uCYgxPztdZEmBtQHH+wfR7OFAGva5B2VV/pOHcvNz2ZO6hx1R39Hg2y0MiMymRQ6cGeCBu8sdt/qRysWuYwfaLF7M7489xm+TJmHVpDE5ib/R/vJl2pvWyW9oT3rXxniNeKRaaxFCiKpWnYO9FKDoVdVupteKUUoNBv4/4D6tdXY11gPA4Bc+hP9XAKYQ0jk55F24QP75C+RfuEDBpSwMjRtztZEtiepPjualcCzjOMf+PMapjFPkF5R+X56cghzy8nNpm+fMA9Y9uCenLa3PaXIST/FHxu/86dMGGyuZnEWIW/Xuu+/y9ddfYzAYsLKyYtGiRfTuXXgwJD09nVatWvHRRx8xZcoU8zbt27enTZs2xS7ENhqN5OXlcejQIbZt28bAgQNZsmSJ+X5A0dHReHt7M2/ePKZNm0ZQUBDbt28334OnQYMG7N69u1htiYmJuLu7c+edd5KTk4OPjw+fffYZNjbFv/PBwcHs2rWLnJwcTp06xZ13Fl6LNHPmTMaPH1/uvjhw4ABnz55l+PDhAKxbt47jx48zffr0crchLKpG5qOysmLU99Hm51prCi5dIv/8efLPnyfvzz/R2TloCvjzyp+kZJ0m9dJpUrJOczozBdcT57hvxy9c2rQZQ+tWOI0bR9OHHsKmVatS3y8nP4fw1HA2/7aZQwd+ZtDODMbEaqw05A70pc1z03H3uD1H0hy6d8Ptk4Wcnfc+hmbNaNirF7YdOmLboQN2HTtgcHGp9ks+hKgMyci/SEYWV52Dvf1AF6VUBwpDbAIwqegKSilvYBEwXGt9thprKa7I3kZla4uNqys2rsVvpN4AaAb0LGeT2fnZ7EzZyaZTm1ievI1P1Q6adWzGkIFD2HDyIKM6ym2ihLhVe/bsYcOGDRw4cAA7OzvS09PJyckxL1+zZg1+fn6EhoYWCzKAzMxMkpKSaNOmDfHx8SXa7tatG6tXrzYHWWhoKD169Ci2zrx5824aNJ06dSI6Opr8/HyGDBnC6tWreeSR4kcBFi5cCBQG36hRo4iOji6tqZs6cOAAhw4dMgfZ9TfNrUny8/MxGG5+D7N6pubmY/EaMDRqhKFRI2hTfEbMJkDROSm11kSkRbAsagm523YxJPYPun30MekfL6Rhv3407NsHZWXgav5VTlw4QcL5BE5cPEFufi7dk62YcDQPbGxoEvAQzf/+d2zbVO0MnOXR0M+PDt+sve3vK0RlSUYWJxlZXLUN9rTWeUqp54BNFE4t/bnW+rBSKgSI0FqvB+YBjYA1pj1mv2utR1dXTdXJzmDH/W3v5/6293Ml7wphyWH8lPgT3x//nqv5V/Fq7mXpEoWoGj/+E87EVm2bLbvDiNllLk5NTcXFxQU7OzsAXFxcii0PDQ1l/vz5TJo0ieTkZNzc/prLIiAggFWrVjFt2jRCQ0OZOHEiX375pXl5u3btyMjIIC0tDVdXV3766SceeOCBW/4oBoMBX19fUlJKHKi5oYSEBJ577jnS09Np2LAhS5cupWvXrqxcuZJ33nkHg8FAs2bN2LhxIyEhIVy5coVt27Yxc+ZMLly4wKFDh/jwww+ZPHkyzs7O7N+/nzNnzjB//nz8/f3Jz88nODiYbdu20bZtW6ysrJgyZQpjxxafiOODDz5gyZIlWFtb4+XlxVdffUVmZibPPfccUVFRAISEhDB27Fi++uor5syZg9aa0aNH895775GXl4eLiwtBQUFs2bKFRYsWYW1tzbRp08jKysLV1ZVly5bRokWLW+7j2q4u5qNSil4te9FrRC+O9D7C54c+Z1H0TwyM0Qw/FMGlIkcOXEx/7jE9t2rcEKdnJtHsb3/D2tnZEuULUXUkI29IMvL2Z2S1XrOntd4IbLzutTeKPB5cne9vKQ7WDgxtP5Sh7YdyOfcyh9IP0bNFeY8RCiGuN3ToUEJCQujatSuDBw8mMDCQ++4rvIQpKSmJ1NRUfH19zaH18st/3U5l3LhxPP7440ybNo0ffviBFStWFAsygPHjx7NmzRq8vb3p2bOnOTCvmT59Ou+88w4Anp6erFixosxar169Snh4OAsWLKjQZ3z66adZunQpnTp1YteuXTz33HP8/PPPzJo1i23bttGiRQsuXLiAg4MDb7zxhjm4AJYuXVqsrbNnz7Jr1y5iY2MJCAjA39+fNWvWkJKSQlxcHGfOnMHd3b3EHl6AuXPn8ttvv2Fra8uFCxcAeOutt2jevDkxMTForblw4QLJycnMnDmTiIgImjRpwuDBg9mwYQPDhw/n4sWL9O/fnw8//JDs7GwGDhzI+vXrcXFxYcWKFbz++ussXry4Qv1T19TlfLyr2V3M7T+XJO+pLD+8nCkJ6zBcMtDWsS33uvXj3jv64+nsYb6XnVWDBihbWwtXLUTtJRkpGXkjNWKClrqsgU0DfFv5WroMIarODfYuVpdGjRoRGRlJWFgYW7duJTAwkNmzZxMUFMSqVasICAgAYMKECTzxxBPFgszZ2RknJydWrlyJu7s7DRo0KNF+QEAAgYGBHDlyhIkTJ5a43qA8p6icOHECo9HIqVOnGDlyJF5e5T+af+HCBfbu3cu4cePMr+XlFU4e1bdvXx599FEefvhhHnrooXK1N3bsWJRSeHl5mfee7ty5k4CAAKysrGjdurX5PwLX8/T0ZPLkyYwZM8a8R/OXX37hu+8Kp+RXSuHk5MSWLVsYNGiQeQ/ypEmT2LFjB8OHD8fW1tZ82kx8fDyHDx9m8ODCsUt+fn6xvcqi7mrj2IaZfjMJNgaTmZNJ28Zy2wJRD0hGlkoy0nIZKYM9IUStYDAYGDBgAAMGDKB79+4sX76coKAgQkNDOXPmjHlP4unTp0lISKBLly7mbQMDAwkODmbZsmWltt2yZUtsbGzYvHkzCxYsKBFk5XHteoT09HT69u3L+vXrGT16NI8//jhRUVG0bt2ajRs3lrqt1hoXF5dSr09YsmQJ4eHhbNiwgZ49e5pPE7mRontdta7Y5IybNm1i+/btrF+/nvfee4+YmJibb3QdBwcH82QWWmu8vLyKTQAg6hcneyec7J0sXYYQdZpkpGRkWarzpupCCFEljh49SkJCgvl5dHQ07dq149ixY2RlZZGSkkJiYiKJiYnMmDGD0NDQYtv7+/vzyiuvMGzYsDLfIyQkhDlz5lT6QmkXFxdmz57Nv/71LwC++OILoqOjywwxACcnJ1q1asW6desAKCgo4ODBgwCcPHkSPz8/3n77bZycnEhJScHR0ZHMzMwK1dW3b1/Wrl2L1prU1FR27NhRYp38/HySk5MZNGgQc+fOJT09ncuXLzNkyBDzhfNaa86fP0/v3r3ZunUr586dIy8vj5UrV5a6J9TDw4OUlBT27dsHQE5ODocPH65Q7UIIIcomGSkZeSMy2BNC1HhZWVk89thjeHh44OXlRVxcHG+99RahoaElZtkaN25ciSBzdHTk1VdfxfYG1wX16dOnxIXY10yfPh2j0Wj+k5OTQ0REhHl2suuNHTuWy5cvV2hP3cqVK/n000/p0aMHnp6ebNiwAYAXX3yR7t270717dwYOHEi3bt0YNGgQBw8exNvbm7Vryzd7YEBAAK6urri7uxMUFIS3t7d5quxr8vLymDRpEl5eXvTs2ZNp06bh6OjIm2++SVpaGt26dcNoNBIWFoabmxtvv/02AwYMwGg04ufnx8iRI0u8r52dHWvXruWll17Cy8sLb29vwsPDy90vQgghbkwyUjLyRlRFD19amo+Pj46IiLB0GULUK/Hx8bi7u1u6DFFJWVlZNGrUiD/++IPevXsTHh5O8+bNLV2WWWk/Z0qpSK213LumnCQjhbj9JCPrhpqckZXJR7lmTwgh6okRI0aQkZFBbm4us2bNqjEhJoQQQlhaXc1IGewJIUQ9IZOkCCGEEKWrqxkp1+wJIYQQQgghRB0kgz0hhBBCCCGEqINksCeEEEIIIYQQdZAM9oQQQgghhBCiDpLBnhCiVnj33Xfx9PTEy8sLo9FY7D406enp2NjY8Omnnxbbpn379tx7773FXjMajXTr1g2Abdu2oZRi6dKl5uXR0dEopXj//fcBCAoKokOHDub7B/Xp06dEbf7+/hiNRjp37kyTJk3M6+7evbvcn2/hwoWsWLGi3OsLIYQQ10hGirLIbJxCiBpvz549bNiwgQMHDmBnZ0d6ejo5OTnm5WvWrMHPz4/Q0FCmTJlSbNvMzEySkpJo06YN8fHxJdru1q0bq1evNt/8NTQ0lB49ehRbZ968eYwfP77M+tatWwcUBuP7779vvtnr9fLy8rC2Lv3XbnBwcJntW5LWGq01Vlayb1AIIWoiyUjLqQ0ZKYM9IUSFzNk3hyN/HqnSNu9qdhev+r5a5vLU1FRcXFyws7MDwMXFpdjy0NBQ5s+fz6RJk0hOTsbNzc28LCAggFWrVjFt2jRCQ0OZOHEiX375pXl5u3btyMjIIC0tDVdXV3766SceeOCBKvtsbm5uTJ48mU2bNvHaa69x7tw5PvvsM3JycujatSv//e9/cXBwYObMmbi4uPDCCy/Qr18/+vXrx5YtW7h48SJffPEFffr04dKlSzz66KPEx8fj4eFBYmIiS5cuxWg0FnvP6dOn87///Q9ra2tGjBjBnDlzOHPmDM888wynTp1CKcXixYvp3bs3c+fO5b///S8AzzzzDFOnTuX48eOMHj0ab29voqKi2Lx5MzExMYSEhJCdnU2XLl34/PPPadiwYZX1kxBC1AWSkRUjGVn9au4wVAghTIYOHUpSUhJdu3bl2WefZfv27eZlSUlJpKam4uvraw6tosaNG8e3334LwA8//MCDDz5Yov3x48ezZs0adu/eTc+ePc2Bec306dPNp5088sgjFa7f1dWVqKgoHn74YR5++GH279/PwYMH6dSpE8uWLSt1G601+/btY968eYSEhADw0Ucf0bJlS+Li4nj99deJiooqsV1aWhobN27k8OHDxMTEMGPGDKBwr+iQIUOIiYkhMjISd3d3wsPDWbFiBfv372fPnj188sknxMbGAnDkyBFefPFF4uLisLGxYfbs2fz6668cOHAALy8vFixYUOF+EEIIUfUkIyUjb0SO7AkhKuRGexerS6NGjYiMjCQsLIytW7cSGBjI7NmzCQoKYtWqVQQEBAAwYcIEnnjiCV5++WXzts7Ozjg5ObFy5Urc3d1p0KBBifYDAgIIDAzkyJEjTJw4scR1BDc7ReVmAgMDzY9jYmJ44403uHDhApmZmYwaNarUbR566CEA7r77bhITEwHYuXMnr75a2P89evTA09OzxHbNmjXDysqKp556ipEjR5rb37ZtGytXrgTA2tqaxo0bs3PnTsaNG4eDgwMAY8eOJSwsjKFDh9KpUyd8fHwA2L17N3FxceZrMXJycujXr98t94cQQtRVkpEVJxlZvWSwJ4SoFQwGAwMGDGDAgAF0796d5cuXExQURGhoKGfOnDFfuH369GkSEhLo0qWLedvAwECCg4PL3EPYsmVLbGxs2Lx5MwsWLCjXRePDhg0jLS0NHx+fYhevl6boqRyPPvooP/74I926dWPp0qXs3bu31G2u7Tk1GAzk5eXdtJ5rbGxsiIiIYPPmzaxZs4b//Oc//PzzzwAopcrdTtGatdYMHz682Kk9Qgghag7JyPKpjxkpp3EKIWq8o0ePkpCQYH4eHR1Nu3btOHbsGFlZWaSkpJCYmEhiYiIzZswgNDS02Pb+/v688sorDBs2rMz3CAkJYc6cORgMhnLVtGnTJqKjo28aYte7dOkSLVu2JDc3l6+//rpC2/bt25fVq1cDEBsbS1xcXIl1MjMzycjIYNSoUXzwwQfm01gGDhxonoktPz+fjIwM7r33XtatW8eVK1fIysri+++/LzEzG0CfPn3Yvn07J0+eNH+Gov8eQgghLEcyspBkZOnkyJ4QosbLyspi6tSpXLhwAWtrazp37szixYtZuHAh/v7+xdYdN24cgYGBvPHGG+bXHB0dzad2lKW06aKvmT59Ou+88475+b59+7C1tb2lzxISEkKvXr1o3rw5vr6+XL16tdzbTp06lUcffRQPDw/znyZNmhRb5+LFizz00ENkZ2dTUFDAv//9bwA+/vhjnnrqKRYtWoS1tTWLFi3C19eXiRMn0qtXLwD+8Y9/0L17d44fP16szRYtWvDZZ58RGBhonuHtvffeK7ZnWAghhGVIRhaSjCyd0lpbuoYK8fHx0REREZYuQ4h6JT4+Hnd3d0uXUe/l5eWRl5eHvb09CQkJDB06lISEhDKnqq5tSvs5U0pFaq19LFRSrSMZKcTtJxlZM9TljKxMPtb+Ty+EEPVEVlYW999/P3l5eWitzXsghRBCiPpOMrJ00gNCCFFLNG3alMjISEuXIYQQQtQ4kpGlkwlahBBCCCGEEKIOksGeEEIIIYQQQtRBMtgTQgghhBBCiDpIBntCCCGEEEIIUQfJYE8IUSu8++67eHp64uXlhdFoJDw83LwsPT0dGxsb8w1Rr2nfvn2JG6AajUa6desGwLZt21BKFbvpa3R0NEop3n//fQCCgoLo0KEDRqMRo9FY6r2G/P39MRqNdO7cmSZNmpjX3b17d4U+45YtW9i7d6/5+cKFC1mxYkWF2hBCCFH/SEaKsshsnEKIGm/Pnj1s2LCBAwcOYGdnR3p6uvnGpQBr1qzBz8+P0NBQpkyZUmzbzMxMkpKSaNOmDfHx8SXa7tatG6tXr+bJJ58EIDQ0lB49ehRbZ968eYwfP77M+tatWwcUBuP777/Phg0bbulzbtmyBRcXF/z8/AAIDg6+pXaqm9YarTVWVrK/UAghLE0ysmapaRkpgz0hRIWcee89suOPVGmbdu530fK118pcnpqaiouLC3Z2dgC4uLgUWx4aGsr8+fOZNIjrUHcAABCdSURBVGkSycnJuLm5mZcFBASwatUqpk2bRmhoKBMnTuTLL780L2/Xrh0ZGRmkpaXh6urKTz/9xAMPPFBln23//v1MmzaNrKwsXF1dWbZsGS1atOCDDz5gyZIlWFtb4+XlxaxZs1i6dCkGg4Fly5bxySefsHHjRlxcXHjhhRfo168f/fr1Y8uWLVy8eJEvvviCPn36cOnSJR599FHi4+Px8PAgMTGRpUuXYjQai9Uxffp0/ve//2Ftbc2IESOYM2cOZ86c4ZlnnuHUqVMopVi8eDG9e/dm7ty5/Pe//wXgmWeeYerUqRw/fpzRo0fj7e1NVFQUmzdvJiYmhpCQELKzs+nSpQuff/45DRs2rLK+E0KI2kYysmIkI6tfzRhyCiHEDQwdOpSkpCS6du3Ks88+y/bt283LkpKSSE1NxdfX1xxaRY0bN45vv/0WgB9++IEHH3ywRPvjx49nzZo17N69m549e5oD85rp06ebTzt55JFHyl13dnY2zz//PN988w2RkZFMnjyZ119/HYC5c+cSHR1NTEwMH3/8MZ06deLJJ59k+vTpREdHl3oqjNaaffv2MW/ePEJCQgD46KOPaNmyJXFxcbz++utERUWV2C4tLY2NGzdy+PBhYmJimDFjBlC4V3TIkCHExMQQGRmJu7s74eHhrFixgv3797Nnzx4++eQTYmNjAThy5AgvvvgicXFx2NjYMHv2bH799VcOHDiAl5cXCxYsKHffCCGEqBqSkYUkI0snR/aEEBVyo72L1aVRo0ZERkYSFhbG1q1bCQwMZPbs2QQFBbFq1SoCAgIAmDBhAk888QQvv/yyeVtnZ2ecnJxYuXIl7u7uNGjQoET7AQEBBAYGcuTIESZOnFjiOoKbnaJSlvj4eA4fPszgwYMByM/PN+9R9fT0ZPLkyYwZM4axY8eWq72HHnoIgLvvvpvExEQAdu7cyauvvgpAjx498PT0LLFds2bNsLKy4qmnnmLkyJGMGjUKKDylZuXKlQBYW1vTuHFjdu7cybhx43BwcABg7NixhIWFMXToUDp16oSPjw8Au3fvJi4uzhy4OTk59OvXr8J9JIQQdYlkZPlJRt4eMtgTQtQKBoOBAQMGMGDAALp3787y5csJCgoiNDSUM2fOmC/SPn36NAkJCXTp0sW8bWBgIMHBwSxbtqzUtlu2bImNjQ2bN29mwYIF5bpofNiwYaSlpeHj41Ps4vWitNZ4eXkRFhZWYtmmTZvYvn0769ev57333iMmJuam73ltb6rBYCAvL++m619jY2NDREQEmzdvZs2aNfznP//h559/BkApVe52ip5+orVm+PDhxU73EUIIYRmSkZKRZZHTOIUQNd7Ro0dJSEgwP4+OjqZdu3YcO3aMrKwsUlJSSExMJDExkRkzZhAaGlpse39/f1555RWGDRtW5nuEhIQwZ84cDAZDuWratGkT0dHRZYYYgIeHBykpKezbtw8o3LN3+PBh8vPzSU5OZtCgQcydO5f09HQuX76Mo6MjmZmZ5Xr/a/r27cvq1asBiI2NJS4ursQ6mZmZZGRkMGrUKD744APzaSwDBw40z86Wn59PRkYG9957L+vWrePKlStkZWXx/fffl5itDaBPnz5s376dkydPAnDp0qVi/0ZCCCFuD8nIsklGymBPCFELZGVl8dhjj+Hh4YGXlxdxcXG89dZbhIaG4u/vX2zdcePGlQgyR0dHXn31VWxtbct8jz59+pR5qkjR6xGMRmOxWc5uxM7OjrVr1/LSSy/h5eWFt7c34eHh5OXlMWnSJLy8vOjZsyfTpk3D0dGRMWPGsHr1ary9vcs9JfXUqVNJSUnBw8ODWbNm4eHhQZMmTYqtc/HiRUaOHEmPHj247777+Pe//w3Axx9/zKZNm+jevTs+Pj4cOXIEX19fJk6cSK9evfDz8+Mf//gH3bt3L/G+LVq04LPPPiMwMJAePXrQp08fjh07Vq6ahRBCVB3JyLJJRoLSWlvkjW+Vj4+PjoiIsHQZQtQr8fHxuLu7W7oMUYq8vDzy8vKwt7cnISGBoUOHkpCQgLV17TtLv7SfM6VUpNbax0Il1TqSkULcfpKRNVddycjK5GPt+qRCCCGKycrK4v777ycvLw+tNYsWLap1ISaEEEJUB8lIGewJIUSt1rRpUyIjIy1dhhBCCFHjSEbKNXtCiHKqbad8i9pFfr6EELWZ/A4T1aWyP1sy2BNC3JS9vT3nzp2TMBPVQmvNuXPnsLe3t3QpQghRYZKRorpURT7KaZxCiJtyc3MjOTmZP/74w9KliDrK3t7efDNdIYSoTSQjRXWqbD7KYE8IcVM2NjZ06NDB0mUIIYQQNY5kpKjJqvU0TqXUcKXUUaXUcaXUP0tZbqeUWmVaHq6Ual+d9QghhBA1geSjEEKI26HaBntKKQOwEBgBeAATlVIe1632d+C81roz8AEwp7rqEUIIIWoCyUchhBC3S3Ue2fMFjmutT2qtc4CVwJjr1hkDLDc9Xgvcr5RS1ViTEEIIYWmSj0IIIW6L6rxm7w4gqcjzZKB3WetorfOUUhcBZyC96EpKqaeBp01Ps5RSR8vx/i7XtyPMpG9KJ/1SNumbsknflK6q+qVdFbRR01RZPoJkZBWTfimb9E3ZpG9KJ/1Stqrom3LlY62YoEVrvRhYXJFtlFIRWmufaiqpVpO+KZ30S9mkb8omfVM66ZfbRzKy6ki/lE36pmzSN6WTfinb7eyb6jyNMwVoU+S5m+m1UtdRSlkDTYBz1ViTEEIIYWmSj0IIIW6L6hzs7Qe6KKU6KKVsgQnA+uvWWQ88Zno8Htii5Y6UQggh6jbJRyGEELdFtZ3GabrG4DlgE2AAPtdaH1ZKhQARWuv1wGfAl0qp48CfFAZeVanQKS31jPRN6aRfyiZ9Uzbpm9JJv5ShBuQjyL9PWaRfyiZ9Uzbpm9JJv5TttvWNkh2FQgghhBBCCFH3VOtN1YUQQgghhBBCWIYM9oQQQgghhBCiDqqTgz2l1HCl1FGl1HGl1D8tXY8lKaU+V0qdVUodKvJaM6XUZqVUgulvJ0vWaAlKqTZKqa1KqTil1GGl1POm16VvlLJXSu1TSh009c0s0+sdlFLhpu/VKtPEEvWOUsqglIpSSm0wPZd+AZRSiUqpWKVUtFIqwvRavf8+1TSSj3+RfCyd5GPZJB9vTPKxdJbOxzo32FNKGYCFwAjAA5iolPKwbFUWtQwYft1r/wR+1Vp3AX41Pa9v8oCXtdYegB8QbPo5kb6BbGCQ1roHYASGK6X8gDnAB1rrzsB54O8WrNGSngfiizyXfvnLQK21sci9g+T7VINIPpawDMnH0kg+lk3y8cYkH8tmsXysc4M9wBc4rrU+qbXOAVYCYyxck8VorXdQOJNbUWOA5abHy4Gxt7WoGkBrnaq1PmB6nEnhL6c7kL5BF8oyPbUx/dHAIGCt6fV62TdKKTdgJLDU9Fwh/XIj9f77VMNIPhYh+Vg6yceyST6WTfKxwm7b96kuDvbuAJKKPE82vSb+0kJrnWp6fAZoYcliLE0p1R7wBsKRvgHMp2JEA2eBzcAJ4ILWOs+0Sn39Xn0IvAIUmJ47I/1yjQZ+VkpFKqWeNr0m36eaRfLx5uRntgjJx5IkH8sk+Vg2i+Zjtd1nT9QOWmutlKq3999QSjUCvgFe0FpnFO6IKlSf+0ZrnQ8YlVJNgXXAXRYuyeKUUqOAs1rrSKXUAEvXUwP101qnKKVcgc1KqSNFF9bn75Ooner7z6zkY+kkH0uSfLwpi+ZjXTyylwK0KfLczfSa+EuaUqoVgOnvsxauxyKUUjYUBtkKrfW3ppelb4rQWl8AtgL3AE2VUtd2ENXH71VfYLRSKpHC098GAQuQfgFAa51i+vsshf8B8kW+TzWN5OPNyc8sko/lIflYjOTjDVg6H+viYG8/0MU0A5AtMAFYb+Gaapr1wGOmx48B31uwFoswnUv+GRCvtf53kUXSN0o1N+2xRCnlAAyh8JqNrcB402r1rm+01jO01m5a6/YU/l7ZorV+hHreLwBKqYZKKcdrj4GhwCHk+1TTSD7eXL3/mZV8LJvkY+kkH8tWE/JRaV33jsIrpR6g8NxhA/C51vpdC5dkMUqpUGAA4AKkAW8C3wGrgbbAb0CA1vr6i9TrNKVUPyAMiOWv88tfo/C6hPreN14UXixsoHCH0GqtdYhSqiOFe+yaAVHAZK11tuUqtRzTaSrTtNajpF/A1AfrTE+tga+11u8qpZyp59+nmkby8S+Sj6WTfCyb5OPNST4WVxPysU4O9oQQQgghhBCivquLp3EKIYQQQgghRL0ngz0hhBBCCCGEqINksCeEEEIIIYQQdZAM9oQQQgghhBCiDpLBnhBCCCGEEELUQTLYE0IIIYQQQog6SAZ7QtwCpVSQUqp1kedLlVIeVdBue6XUpMq2I4QQQliC5KMQNYsM9oS4NUGAOcy01k9qreOqoN32QIXCTCllXQXvK4QQQlSFICQfhagxZLAnRBFKqclKqX1KqWil1CKllEEptUwpdUgpFauUelEpNR7wAVaY1nNQSm1TSvmY2shSSs1TSh1WSv2ilPI1LT+plBptWqe9UipMKXXA9KePqYTZwL2mdl9UStkrpb4wvXeUUmqgafsgpdR6pdQW4FelVCul1A7TdoeUUvfe4DNmKaXeVUodVErtVUq1ML2+zPTZzOuZ/h6glNqulPre9BlmK6UeMfVTrFKqUzX8UwghhKhBJB8lH0XtJIM9IUyUUu5AINBXa20E8oGZwB1a625a6+7AF1rrtUAE8IjW2qi1vnJdUw2BLVprTyATeAcYAvgDIaZ1zgJDtNY9Te/5f6bX/wmEmdr9AAgGtOm9JwLLlVL2pnV7AuO11vdRuLdzk6nuHkD0DT5qQ2Cv1roHsAN4qhzd0wOYArgDfwO6aq19gaXA1HJsL4QQopaSfLwhyUdRo8nhbSH+cj9wN7BfKQXgAPwEdFRKfQT8D/i5HO3kmLYDiAWytda5SqlYCk9DAbABPlZKXQvNrmW01Q/4CEBrfUQp9VuRdTdrrf80Pd4PfK6UsgG+01rfKMxygA2mx5EUBu3N7NdapwIopU7wVz/EAgPLsb0QQojaS/KxbJKPokaTI3tC/EUBy017DY1a6zu11s9TuNduG4V77paWo51crbU2PS4AsgG01gX8tYPlRSDN1LYPYHsL9V669kBrvQPoD6QAy5RSj5azvvwiNeVh+p2glLK6rqbsIo8Lijwv+pmEEELUTZKPko+ilpLBnhB/+RUYr5RyBVBKNVNKtQOstNbfUHjKSk/TupmAYyXeqwmQagq4vwGGMtoNAx4x1dMVaAscvb4xU51pWuslFAZuz+vXKYdECvfcAoymcO+qEEIIIfko+ShqKdnjIISJ1jpOKTUT+Nm05y4XeAlYZ3oOMMP09zLgU6XUFeCeW3i7T4BvTHsYf+KvvZAxQL5S6qDpPT4B/mM6xSUPCNJaZ5tOoylqADBdKZULZAE32nNZliXA96b3LlqTEEKIekzyUfJR1F7qr6PVQgghhBBCCCHqCjmNUwghhBBCCCHqIDmNU4g6SikVDthd9/LftNaxlqhHCCGEqAkkH0V9IqdxCiGEEEIIIUQdJKdxCiGEEEIIIUQdJIM9IYQQQgghhKiDZLAnhBBCCCGEEHWQDPaEEEIIIYQQog76/wHVZ0eQlRF/lAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 考虑算法对结果的影响\n",
    "def test_AdaBoostClassifier_algorithm(*data):\n",
    "    X_train,X_test,Y_train,Y_test = data\n",
    "    learning_rates = (0.05,0.1,0.5,0.9)\n",
    "    fig = plt.figure()\n",
    "    fig.set_figheight(10)\n",
    "    fig.set_figwidth(15)\n",
    "    algorithms = ('SAMME.R','SAMME')\n",
    "    for i,learning_rate in enumerate(learning_rates):\n",
    "        ax = fig.add_subplot(2,2,i+1)\n",
    "        for algorithm in algorithms:\n",
    "            traing_score=[]\n",
    "            testing_score=[]\n",
    "            clf = ensemble.AdaBoostClassifier(learning_rate=learning_rate, algorithm=algorithm)\n",
    "            clf.fit(X_train,Y_train)\n",
    "            estimators_num = len(clf.estimators_)\n",
    "            X = range(1, estimators_num+1)\n",
    "            ax.plot(list(X), list(clf.staged_score(X_train,Y_train)),label='{0}-Traing score'.format(algorithm))\n",
    "            ax.plot(list(X), list(clf.staged_score(X_test,Y_test)),  label='{0}-Testing score'.format(algorithm))\n",
    "        ax.set_xlabel('estimators_num')\n",
    "        ax.set_ylabel('score')\n",
    "        ax.set_ylim(0,1)\n",
    "        ax.legend(loc='lower right')\n",
    "        ax.set_title('learning_rate:{0}'.format(learning_rate))    \n",
    "    fig.suptitle('AdaBoostClassifier')\n",
    "    plt.show()\n",
    "\n",
    "# 开始测试：\n",
    "X_train,X_test,Y_train,Y_test = load_data()\n",
    "test_AdaBoostClassifier_algorithm(X_train,X_test,Y_train,Y_test)"
   ]
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